{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "07b4c71b", "metadata": {}, "outputs": [], "source": [ "import datetime\n", "\n", "def model_to_dict(model):\n", " if not isinstance(model, dict):\n", " init_dict = model.__dict__\n", " else:\n", " init_dict = model\n", "\n", " for key, value in init_dict.items():\n", " if isinstance(value, datetime.datetime):\n", " init_dict[key] = value.isoformat()\n", " elif isinstance(value, list):\n", " init_dict[key] = [model_to_dict(item) if hasattr(item, '__dict__') or isinstance(item, dict) else item for item in value]\n", " elif isinstance(value, dict):\n", " init_dict[key] = model_to_dict(value)\n", " elif hasattr(value, '__dict__'):\n", " init_dict[key] = model_to_dict(value)\n", " return init_dict" ] }, { "cell_type": "code", "execution_count": 12, "id": "0c0ef497", "metadata": {}, "outputs": [], "source": [ "from huggingface_hub import HfApi, HfFileSystem, get_hf_file_metadata\n", "from tqdm.auto import tqdm\n", "import json\n", "import os\n", "import glob\n", "from collections import defaultdict\n", "api = HfApi()\n", "fs = HfFileSystem()" ] }, { "cell_type": "code", "execution_count": 30, "id": "241c4f1f", "metadata": {}, "outputs": [], "source": [ "default_files = {'tokenizer.json', 'vocab.txt', 'vocab.json', 'merges.txt', 'sentencepiece.bpe.model', 'spiece.model', 'tokenizer.model', 'vocab', 'tiktoken.model'}\n", "def check_file(filename):\n", " if filename in default_files:\n", " return True\n", " if filename.endswith('.spm') or filename.endswith('.spiece') or filename.endswith('.bpe') or filename.startswith('vocab.') or filename.endswith('.vocab') or filename.endswith('.model') or filename.startswith('tiktoken.'):\n", " return True\n", " return False\n", "\n", "def get_hashes(file_details):\n", " hashes = []\n", " if file_details.get('blob_id'):\n", " hashes.append(file_details['blob_id'])\n", " if file_details.get('lfs') and file_details['lfs'].get('sha256'):\n", " hashes.append(file_details['lfs']['sha256'])\n", " if file_details.get('xet_hash'):\n", " hashes.append(file_details['xet_hash'])\n", " \n", " return hashes\n", "\n", "def process_file(data):\n", " url = f'{data['model']}/{data['file']}'\n", " try:\n", " metadata = fs.info(url)\n", " except Exception as e:\n", " #print(data['model'], data['file'], e)\n", " return None\n", " metadata['model'] = data['model']\n", " metadata['file'] = data['file']\n", " metadata = model_to_dict(metadata)\n", " return metadata" ] }, { "cell_type": "code", "execution_count": 6, "id": "94ee580b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ModelInfo(id='google-bert/bert-base-multilingual-uncased', author=None, base_models=None, card_data=None, children_model_count=None, config=None, created_at=datetime.datetime(2022, 3, 2, 23, 29, 4, tzinfo=datetime.timezone.utc), disabled=None, downloads=4648776, downloads_all_time=96450016, eval_results=None, gated=None, gguf=None, inference=None, inference_provider_mapping=None, last_modified=datetime.datetime(2024, 2, 19, 11, 6, tzinfo=datetime.timezone.utc), library_name=None, likes=153, mask_token=None, model_index=None, pipeline_tag='fill-mask', private=None, resource_group=None, safetensors=None, security_repo_status=None, sha='7cbf9a625e29989f6b9c6c2fa68234c304f7e38f', siblings=None, spaces=None, tags=['transformers', 'pytorch', 'tf', 'jax', 'safetensors', 'bert', 'fill-mask', 'multilingual', 'af', 'sq', 'ar', 'an', 'hy', 'ast', 'az', 'ba', 'eu', 'bar', 'be', 'bn', 'inc', 'bs', 'br', 'bg', 'my', 'ca', 'ceb', 'ce', 'zh', 'cv', 'hr', 'cs', 'da', 'nl', 'en', 'et', 'fi', 'fr', 'gl', 'ka', 'de', 'el', 'gu', 'ht', 'he', 'hi', 'hu', 'is', 'io', 'id', 'ga', 'it', 'ja', 'jv', 'kn', 'kk', 'ky', 'ko', 'la', 'lv', 'lt', 'roa', 'nds', 'lm', 'mk', 'mg', 'ms', 'ml', 'mr', 'min', 'ne', 'new', 'nb', 'nn', 'oc', 'fa', 'pms', 'pl', 'pt', 'pa', 'ro', 'ru', 'sco', 'sr', 'scn', 'sk', 'sl', 'aze', 'es', 'su', 'sw', 'sv', 'tl', 'tg', 'ta', 'tt', 'te', 'tr', 'uk', 'ud', 'uz', 'vi', 'vo', 'war', 'cy', 'fry', 'pnb', 'yo', 'dataset:wikipedia', 'arxiv:1810.04805', 'license:apache-2.0', 'endpoints_compatible', 'deploy:azure', 'region:us'], transformers_info=TransformersInfo(auto_model='AutoModelForMaskedLM', custom_class=None, pipeline_tag='fill-mask', processor='AutoTokenizer'), trending_score=None, used_storage=None, widget_data=None)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "api.model_info('google-bert/bert-base-multilingual-uncased', expand=['sha', 'likes', 'downloads', 'downloadsAllTime', 'createdAt', 'lastModified', 'tags', \"transformersInfo\", \"pipeline_tag\"])" ] }, { "cell_type": "code", "execution_count": 7, "id": "3a4dc20e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing models: 0%| | 0/2761532 [00:00 5) or model['id'] in processed_models:\n", " count_has_valid_tokenizer += 1\n", " f_out.write(line)" ] }, { "cell_type": "code", "execution_count": 10, "id": "816e51dc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "26738" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_has_valid_tokenizer" ] }, { "cell_type": "code", "execution_count": 11, "id": "7cdbed5e", "metadata": {}, "outputs": [], "source": [ "evaluated_models.sort(key=lambda x: x['likes'], reverse=True)" ] }, { "cell_type": "code", "execution_count": 22, "id": "178e3a47", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12209\n" ] } ], "source": [ "files_searched = set()\n", "\n", "if os.path.exists('data/files_metadata_1.jsonl'):\n", " for file in glob.glob('data/files_metadata_*.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "files_to_search = []\n", "with open('data/models_to_search_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " files = [filedata['rfilename'] for filedata in model['siblings'] if check_file(filedata['rfilename'])]\n", " for file in files:\n", " if model_name + '/' + file not in files_searched:\n", " files_to_search.append({\n", " 'model': model_name,\n", " 'file': file\n", " })\n", "\n", "print(len(files_to_search))" ] }, { "cell_type": "code", "execution_count": 23, "id": "898f1c28", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "194843" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(files_searched)" ] }, { "cell_type": "code", "execution_count": 24, "id": "b8ddf22b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['https://huggingface.co/black-forest-labs/FLUX.1-dev',\n", " 'https://huggingface.co/black-forest-labs/FLUX.1-schnell',\n", " 'https://huggingface.co/openai/gpt-oss-120b',\n", " 'https://huggingface.co/openai/gpt-oss-20b',\n", " 'https://huggingface.co/meta-llama/Llama-2-7b',\n", " 'https://huggingface.co/stabilityai/stable-diffusion-3.5-large',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-OCR',\n", " 'https://huggingface.co/zai-org/chatglm-6b',\n", " 'https://huggingface.co/black-forest-labs/FLUX.1-Kontext-dev',\n", " 'https://huggingface.co/moonshotai/Kimi-K2.5',\n", " 'https://huggingface.co/nvidia/personaplex-7b-v1',\n", " 'https://huggingface.co/Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled',\n", " 'https://huggingface.co/moonshotai/Kimi-K2-Instruct',\n", " 'https://huggingface.co/Lightricks/LTX-Video',\n", " 'https://huggingface.co/zai-org/chatglm2-6b',\n", " 'https://huggingface.co/zai-org/GLM-5',\n", " 'https://huggingface.co/zai-org/GLM-4.7',\n", " 'https://huggingface.co/facebook/sam3',\n", " 'https://huggingface.co/moonshotai/Kimi-K2-Thinking',\n", " 'https://huggingface.co/Lightricks/LTX-2',\n", " 'https://huggingface.co/zai-org/GLM-4.7-Flash',\n", " 'https://huggingface.co/docling-project/SmolDocling-256M-preview',\n", " 'https://huggingface.co/PaddlePaddle/PaddleOCR-VL',\n", " 'https://huggingface.co/google/embeddinggemma-300m',\n", " 'https://huggingface.co/zai-org/GLM-OCR',\n", " 'https://huggingface.co/MiniMaxAI/MiniMax-M2',\n", " 'https://huggingface.co/Wan-AI/Wan2.1-T2V-14B',\n", " 'https://huggingface.co/stabilityai/stable-audio-open-1.0',\n", " 'https://huggingface.co/Qwen/Qwen3.5-397B-A17B',\n", " 'https://huggingface.co/zai-org/GLM-4.5',\n", " 'https://huggingface.co/Qwen/Qwen3-TTS-12Hz-1.7B-CustomVoice',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-V3.2',\n", " 'https://huggingface.co/MiniMaxAI/MiniMax-M2.5',\n", " 'https://huggingface.co/lodestones/Chroma',\n", " 'https://huggingface.co/Qwen/Qwen3.5-35B-A3B',\n", " 'https://huggingface.co/Qwen/Qwen3-Coder-480B-A35B-Instruct',\n", " 'https://huggingface.co/genmo/mochi-1-preview',\n", " 'https://huggingface.co/rednote-hilab/dots.ocr',\n", " 'https://huggingface.co/MiniMaxAI/MiniMax-M2.1',\n", " 'https://huggingface.co/Qwen/Qwen3-Coder-Next',\n", " 'https://huggingface.co/zai-org/GLM-4.6',\n", " 'https://huggingface.co/Qwen/Qwen3.5-9B',\n", " 'https://huggingface.co/zai-org/chatglm3-6b',\n", " 'https://huggingface.co/ibm-granite/granite-docling-258M',\n", " 'https://huggingface.co/Wan-AI/Wan2.2-Animate-14B',\n", " 'https://huggingface.co/openbmb/MiniCPM-V-4_5',\n", " 'https://huggingface.co/Nanbeige/Nanbeige4.1-3B',\n", " 'https://huggingface.co/black-forest-labs/FLUX.1-Fill-dev',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-V3.1-Base',\n", " 'https://huggingface.co/google/gemma-3-270m',\n", " 'https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct',\n", " 'https://huggingface.co/baidu/Qianfan-OCR',\n", " 'https://huggingface.co/HiDream-ai/HiDream-I1-Full',\n", " 'https://huggingface.co/google/gemma-4-31B-it',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp',\n", " 'https://huggingface.co/Qwen/Qwen3-Next-80B-A3B-Instruct',\n", " 'https://huggingface.co/google/functiongemma-270m-it',\n", " 'https://huggingface.co/OpenAssistant/oasst-sft-6-llama-30b-xor',\n", " 'https://huggingface.co/stabilityai/stable-diffusion-3.5-medium',\n", " 'https://huggingface.co/openbmb/MiniCPM-o-4_5',\n", " 'https://huggingface.co/Qwen/Qwen3-Omni-30B-A3B-Instruct',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-OCR-2',\n", " 'https://huggingface.co/NexaAI/Octopus-v2',\n", " 'https://huggingface.co/maya-research/maya1',\n", " 'https://huggingface.co/Qwen/Qwen3.5-27B',\n", " 'https://huggingface.co/neuphonic/neutts-air',\n", " 'https://huggingface.co/black-forest-labs/FLUX.1-Krea-dev',\n", " 'https://huggingface.co/Kwai-Kolors/Kolors',\n", " 'https://huggingface.co/Qwen/Qwen3-VL-8B-Instruct',\n", " 'https://huggingface.co/rain1011/pyramid-flow-sd3',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-V3.1',\n", " 'https://huggingface.co/Alibaba-NLP/Tongyi-DeepResearch-30B-A3B',\n", " 'https://huggingface.co/fishaudio/s2-pro',\n", " 'https://huggingface.co/CohereLabs/cohere-transcribe-03-2026',\n", " 'https://huggingface.co/Qwen/Qwen3-30B-A3B-Instruct-2507',\n", " 'https://huggingface.co/Qwen/Qwen3-4B-Instruct-2507',\n", " 'https://huggingface.co/baidu/ERNIE-4.5-21B-A3B-Thinking',\n", " 'https://huggingface.co/zai-org/GLM-4.1V-9B-Thinking',\n", " 'https://huggingface.co/Qwen/Qwen3-235B-A22B-Instruct-2507',\n", " 'https://huggingface.co/openbmb/VoxCPM-0.5B',\n", " 'https://huggingface.co/stepfun-ai/Step-3.5-Flash',\n", " 'https://huggingface.co/google/translategemma-4b-it',\n", " 'https://huggingface.co/zai-org/GLM-4.5V',\n", " 'https://huggingface.co/zai-org/glm-4-9b-chat',\n", " 'https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16',\n", " 'https://huggingface.co/XiaomiMiMo/MiMo-V2-Flash',\n", " 'https://huggingface.co/moonshotai/Kimi-K2-Instruct-0905',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Speciale',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-Math-V2',\n", " 'https://huggingface.co/ostris/OpenFLUX.1',\n", " 'https://huggingface.co/DeepFloyd/IF-I-XL-v1.0',\n", " 'https://huggingface.co/IndexTeam/IndexTTS-2',\n", " 'https://huggingface.co/Wan-AI/Wan2.2-I2V-A14B',\n", " 'https://huggingface.co/zai-org/CogVideoX-5b',\n", " 'https://huggingface.co/stabilityai/stable-diffusion-3.5-large-turbo',\n", " 'https://huggingface.co/bosonai/higgs-audio-v2-generation-3B-base',\n", " 'https://huggingface.co/QuixiAI/WizardLM-13B-Uncensored',\n", " 'https://huggingface.co/tencent/HunyuanImage-3.0',\n", " 'https://huggingface.co/fal/AuraFlow',\n", " 'https://huggingface.co/Qwen/Qwen3-ASR-1.7B',\n", " 'https://huggingface.co/lightonai/LightOnOCR-2-1B',\n", " 'https://huggingface.co/ResembleAI/chatterbox-turbo',\n", " 'https://huggingface.co/meta-llama/Llama-2-7b-chat',\n", " 'https://huggingface.co/tencent/Hunyuan-A13B-Instruct',\n", " 'https://huggingface.co/sand-ai/MAGI-1',\n", " 'https://huggingface.co/zai-org/GLM-4.6V-Flash',\n", " 'https://huggingface.co/zai-org/GLM-4.5-Air',\n", " 'https://huggingface.co/tencent/HY-MT1.5-1.8B',\n", " 'https://huggingface.co/mistralai/Devstral-Small-2-24B-Instruct-2512',\n", " 'https://huggingface.co/Qwen/Qwen3-4B-Thinking-2507',\n", " 'https://huggingface.co/google/gemma-3-270m-it',\n", " 'https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-720P',\n", " 'https://huggingface.co/Tesslate/OmniCoder-9B',\n", " 'https://huggingface.co/nvidia/Nemotron-Orchestrator-8B',\n", " 'https://huggingface.co/litert-community/Gemma3-1B-IT',\n", " 'https://huggingface.co/tencent/HunyuanOCR',\n", " 'https://huggingface.co/Wan-AI/Wan2.2-TI2V-5B',\n", " 'https://huggingface.co/Qwen/Qwen3-VL-30B-A3B-Instruct',\n", " 'https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct',\n", " 'https://huggingface.co/LGAI-EXAONE/K-EXAONE-236B-A23B',\n", " 'https://huggingface.co/tencent/Hunyuan-MT-7B',\n", " 'https://huggingface.co/LiquidAI/LFM2.5-1.2B-Instruct',\n", " 'https://huggingface.co/google/magenta-realtime',\n", " 'https://huggingface.co/google/medgemma-1.5-4b-it',\n", " 'https://huggingface.co/kyutai/pocket-tts',\n", " 'https://huggingface.co/meta-llama/Llama-2-70b',\n", " 'https://huggingface.co/inclusionAI/Ling-1T',\n", " 'https://huggingface.co/baidu/ERNIE-4.5-VL-28B-A3B-Thinking',\n", " 'https://huggingface.co/PaddlePaddle/PaddleOCR-VL-1.5',\n", " 'https://huggingface.co/meituan-longcat/LongCat-Flash-Chat',\n", " 'https://huggingface.co/WeiboAI/VibeThinker-1.5B',\n", " 'https://huggingface.co/facebook/seamless-m4t-large',\n", " 'https://huggingface.co/datalab-to/chandra',\n", " 'https://huggingface.co/Djrango/Qwen2vl-Flux',\n", " 'https://huggingface.co/Tencent-Hunyuan/HunyuanDiT',\n", " 'https://huggingface.co/QuixiAI/WizardLM-7B-Uncensored',\n", " 'https://huggingface.co/nanonets/Nanonets-OCR2-3B',\n", " 'https://huggingface.co/ByteDance-Seed/Seed-OSS-36B-Instruct',\n", " 'https://huggingface.co/openbmb/MiniCPM-SALA',\n", " 'https://huggingface.co/Shakker-Labs/AWPortrait-FL',\n", " 'https://huggingface.co/Wan-AI/Wan2.1-VACE-14B',\n", " 'https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2',\n", " 'https://huggingface.co/Qwen/Qwen3-Next-80B-A3B-Thinking',\n", " 'https://huggingface.co/maicomputer/gpt4-x-alpaca',\n", " 'https://huggingface.co/microsoft/Fara-7B',\n", " 'https://huggingface.co/zai-org/GLM-4-32B-0414',\n", " 'https://huggingface.co/ostris/Flex.1-alpha',\n", " 'https://huggingface.co/stepfun-ai/stepvideo-t2v',\n", " 'https://huggingface.co/Qwen/Qwen3.5-122B-A10B',\n", " 'https://huggingface.co/Qwen/Qwen3.5-0.8B',\n", " 'https://huggingface.co/dphn/Dolphin-Mistral-24B-Venice-Edition',\n", " 'https://huggingface.co/ServiceNow-AI/Apriel-1.5-15b-Thinker',\n", " 'https://huggingface.co/upstage/Solar-Open-100B',\n", " 'https://huggingface.co/openbmb/MiniCPM-V-4',\n", " 'https://huggingface.co/nvidia/Nemotron-Cascade-2-30B-A3B',\n", " 'https://huggingface.co/meituan-longcat/LongCat-Video',\n", " 'https://huggingface.co/numind/NuMarkdown-8B-Thinking',\n", " 'https://huggingface.co/m-a-p/YuE-s1-7B-anneal-en-cot',\n", " 'https://huggingface.co/swiss-ai/Apertus-8B-Instruct-2509',\n", " 'https://huggingface.co/stabilityai/stable-diffusion-3-medium-diffusers',\n", " 'https://huggingface.co/Wan-AI/Wan2.2-T2V-A14B',\n", " 'https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B',\n", " 'https://huggingface.co/Qwen/Qwen3.5-4B',\n", " 'https://huggingface.co/zai-org/AutoGLM-Phone-9B',\n", " 'https://huggingface.co/Freepik/flux.1-lite-8B-alpha',\n", " 'https://huggingface.co/Wan-AI/Wan2.2-S2V-14B',\n", " 'https://huggingface.co/zai-org/chatglm-6b-int4',\n", " 'https://huggingface.co/Tiiny/SmallThinker-3B-Preview',\n", " 'https://huggingface.co/Qwen/Qwen3-235B-A22B-Thinking-2507',\n", " 'https://huggingface.co/stepfun-ai/Step3-VL-10B',\n", " 'https://huggingface.co/meta-llama/Llama-2-70b-chat',\n", " 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'https://huggingface.co/Qwen/Qwen3-VL-Embedding-2B',\n", " 'https://huggingface.co/OpenMOSS-Team/MOSS-TTS',\n", " 'https://huggingface.co/LLM360/K2-Think',\n", " 'https://huggingface.co/microsoft/UserLM-8b',\n", " 'https://huggingface.co/Qwen/Qwen3-VL-4B-Instruct',\n", " 'https://huggingface.co/deepseek-ai/DeepSeek-V3.1-Terminus',\n", " 'https://huggingface.co/Qwen/Qwen3-TTS-12Hz-1.7B-Base',\n", " 'https://huggingface.co/zai-org/GLM-ASR-Nano-2512',\n", " 'https://huggingface.co/zai-org/CogVideoX-2b',\n", " 'https://huggingface.co/Alpha-VLLM/Lumina-Image-2.0',\n", " 'https://huggingface.co/Qwen/Qwen3-VL-2B-Instruct',\n", " 'https://huggingface.co/google/translategemma-27b-it',\n", " 'https://huggingface.co/janhq/Jan-v1-4B',\n", " 'https://huggingface.co/meta-llama/Llama-2-13b',\n", " 'https://huggingface.co/LiquidAI/LFM2-1.2B',\n", " 'https://huggingface.co/kpsss34/FHDR_Uncensored',\n", " 'https://huggingface.co/google/gemma-4-E4B-it',\n", " 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'https://huggingface.co/alibaba-pai/Wan2.1-Fun-14B-Control',\n", " 'https://huggingface.co/Lightricks/LTX-Video-0.9.7-distilled',\n", " 'https://huggingface.co/Salesforce/CoDA-v0-Instruct',\n", " 'https://huggingface.co/speakleash/Bielik-11B-v3.0-Instruct',\n", " 'https://huggingface.co/neuphonic/neutts-nano',\n", " 'https://huggingface.co/mistralai/Mistral-Large-3-675B-Instruct-2512-NVFP4',\n", " 'https://huggingface.co/LatitudeGames/Hearthfire-24B',\n", " 'https://huggingface.co/FutureMa/Qwen3-8B-Drama-Thinking',\n", " 'https://huggingface.co/DMindAI/DMind-3-mini',\n", " 'https://huggingface.co/jinaai/jina-embeddings-v5-text-nano',\n", " 'https://huggingface.co/arcee-ai/Trinity-Large-Base',\n", " 'https://huggingface.co/CohereLabs/tiny-aya-base',\n", " 'https://huggingface.co/zai-org/cogvlm2-video-llama3-chat',\n", " 'https://huggingface.co/dropbox-dash/Llama-3.1-8b-instruct_4bitgs64_hqq_calib',\n", " 'https://huggingface.co/tensorart/stable-diffusion-3.5-medium-turbo',\n", " 'https://huggingface.co/ByteDance/ContentV-8B',\n", " 'https://huggingface.co/TheDrummer/Big-Tiger-Gemma-27B-v3',\n", " 'https://huggingface.co/Jurema-br/Jurema-7B',\n", " 'https://huggingface.co/IDEA-Research/Rex-Omni',\n", " 'https://huggingface.co/Qwen/Qwen3-VL-4B-Instruct-FP8',\n", " 'https://huggingface.co/FoundationVision/InfinityStar',\n", " 'https://huggingface.co/nvidia/Qwen3-Next-80B-A3B-Thinking-NVFP4',\n", " 'https://huggingface.co/mit-oasys/rlm-qwen3-8b-v0.1',\n", " 'https://huggingface.co/perplexity-ai/pplx-embed-v1-4b',\n", " 'https://huggingface.co/AngelSlim/HY-1.8B-2Bit',\n", " 'https://huggingface.co/tiiuae/Falcon-Perception',\n", " 'https://huggingface.co/Qwen/Qwen3.5-4B-Base',\n", " 'https://huggingface.co/LocoreMind/LocoTrainer-4B',\n", " 'https://huggingface.co/JiongzeYu/SparkVSR',\n", " 'https://huggingface.co/openlm-research/open_llama_13b_easylm',\n", " 'https://huggingface.co/zai-org/cogagent-9b-20241220',\n", " 'https://huggingface.co/OpenMOSS-Team/MOSS-TTSD-v0.5',\n", " 'https://huggingface.co/nvidia/OpenReasoning-Nemotron-1.5B',\n", " 'https://huggingface.co/Vikhrmodels/Borealis',\n", " 'https://huggingface.co/facebook/pe-av-large',\n", " 'https://huggingface.co/LiquidAI/LFM2-350M-PII-Extract-JP',\n", " 'https://huggingface.co/ArliAI/GLM-4.6-Derestricted-v3',\n", " 'https://huggingface.co/SicariusSicariiStuff/Assistant_Pepe_8B',\n", " 'https://huggingface.co/tencent/HunyuanImage-3.0-Instruct-Distil',\n", " 'https://huggingface.co/allenai/Olmo-Hybrid-7B',\n", " 'https://huggingface.co/BennyDaBall/Qwen3-4b-Z-Image-Turbo-AbliteratedV1',\n", " 'https://huggingface.co/FINAL-Bench/Darwin-35B-A3B-Opus',\n", " 'https://huggingface.co/DeepFloyd/IF-II-L-v1.0',\n", " 'https://huggingface.co/immich-app/XLM-Roberta-Large-Vit-B-16Plus',\n", " 'https://huggingface.co/Tencent-Hunyuan/HunyuanDiT-v1.1',\n", " 'https://huggingface.co/kakaocorp/kanana-1.5-v-3b-instruct',\n", " 'https://huggingface.co/allenai/MolmoAct-7B-D-0812',\n", " 'https://huggingface.co/Qwen/Qwen3-Next-80B-A3B-Thinking-FP8',\n", " 'https://huggingface.co/Qwen/Qwen3-VL-30B-A3B-Thinking-FP8',\n", " 'https://huggingface.co/TeichAI/GLM-4.7-Flash-Claude-Opus-4.5-High-Reasoning-Distill',\n", " 'https://huggingface.co/OpenMOSS-Team/MOSS-TTSD-v1.0',\n", " 'https://huggingface.co/Jackrong/Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled',\n", " 'https://huggingface.co/zai-org/agentlm-7b',\n", " 'https://huggingface.co/m-a-p/YuE-s1-7B-anneal-en-icl',\n", " 'https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct-Original',\n", " 'https://huggingface.co/nvidia/Cosmos-Predict2-2B-Video2World',\n", " 'https://huggingface.co/lightx2v/Wan2.1-T2V-14B-CausVid',\n", " 'https://huggingface.co/inclusionAI/Ling-lite-1.5-2506',\n", " 'https://huggingface.co/PKU-DS-LAB/Fairy-plus-minus-i-700M',\n", " 'https://huggingface.co/mPLUG/GUI-Owl-7B',\n", " 'https://huggingface.co/ByteDance-Seed/Seed-OSS-36B-Base-woSyn',\n", " 'https://huggingface.co/ZJU-AI4H/Hulu-Med-32B',\n", " 'https://huggingface.co/Alibaba-Apsara/DASD-30B-A3B-Thinking-Preview',\n", " 'https://huggingface.co/N8Programs/Unslopper-30B-A3B-bf16',\n", " 'https://huggingface.co/kakaocorp/kanana-2-30b-a3b-instruct-2601',\n", " 'https://huggingface.co/perplexity-ai/pplx-embed-context-v1-0.6b',\n", " 'https://huggingface.co/YuanLabAI/Yuan3.0-Ultra',\n", " 'https://huggingface.co/QuixiAI/WizardLM-1.0-Uncensored-Llama2-13b',\n", " 'https://huggingface.co/dropbox-dash/faster-whisper-large-v3-turbo',\n", " 'https://huggingface.co/briaai/BRIA-3.2',\n", " 'https://huggingface.co/lmstudio-community/gpt-oss-20b-MLX-8bit',\n", " 'https://huggingface.co/Logics-MLLM/Logics-Parsing',\n", " 'https://huggingface.co/nvidia/llama-nemotron-embed-1b-v2',\n", " 'https://huggingface.co/AvitoTech/avibe',\n", " 'https://huggingface.co/nvidia/llama-nemotron-embed-vl-1b-v2',\n", " 'https://huggingface.co/trillionlabs/gWorld-8B',\n", " 'https://huggingface.co/stepfun-ai/Step-3.5-Flash-FP8',\n", " 'https://huggingface.co/tgupj/tiny-router',\n", " 'https://huggingface.co/andybi7676/cool-whisper',\n", " 'https://huggingface.co/xiangjx/musk',\n", " 'https://huggingface.co/internlm/internlm-xcomposer2d5-ol-7b',\n", " 'https://huggingface.co/Wan-AI/Wan2.1-T2V-14B-Diffusers',\n", " 'https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-720P-Diffusers',\n", " 'https://huggingface.co/PKU-DS-LAB/Fairy-plus-minus-i-1.3B',\n", " 'https://huggingface.co/stepfun-ai/NextStep-1-Large-Edit',\n", " 'https://huggingface.co/FreeSEED-AI/gpt-oss-120b-mandarin-thinking',\n", " 'https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-12B-v2-VL-FP8',\n", " 'https://huggingface.co/manifestai/Brumby-14B-Base',\n", " 'https://huggingface.co/ZJU-AI4H/Hulu-Med-4B',\n", " 'https://huggingface.co/cyankiwi/GLM-4.7-Flash-AWQ-4bit',\n", " 'https://huggingface.co/Multilingual-Multimodal-NLP/IndustrialCoder',\n", " 'https://huggingface.co/vikhyatk/moondream-next',\n", " 'https://huggingface.co/stepfun-ai/Step-Audio-AQAA',\n", " 'https://huggingface.co/nvidia/OpenReasoning-Nemotron-7B',\n", " 'https://huggingface.co/Tesslate/UIGEN-X-4B-0729',\n", " 'https://huggingface.co/ByteDance-Seed/M3-Agent-Control',\n", " 'https://huggingface.co/Manojb/Qwen3-4B-toolcalling-gguf-codex',\n", " 'https://huggingface.co/1Covenant/Covenant-72B',\n", " 'https://huggingface.co/Hcompany/Holo2-30B-A3B',\n", " 'https://huggingface.co/FutureMa/Eva-4B',\n", " 'https://huggingface.co/stepfun-ai/Step3-VL-10B-Base',\n", " 'https://huggingface.co/zai-org/WebGLM',\n", " 'https://huggingface.co/mlx-community/dbrx-instruct-4bit',\n", " 'https://huggingface.co/nvidia/Cosmos-Predict2-14B-Text2Image',\n", " 'https://huggingface.co/skt/A.X-3.1',\n", " 'https://huggingface.co/cyankiwi/Qwen3-Coder-30B-A3B-Instruct-AWQ-4bit',\n", " 'https://huggingface.co/XiaomiMiMo/MiMo-Audio-7B-Base',\n", " 'https://huggingface.co/ByteDance/Video-As-Prompt-Wan2.1-14B',\n", " 'https://huggingface.co/Motif-Technologies/Motif-2-12.7B-Instruct',\n", " ...]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models_gated = []\n", "for data in files_to_search:\n", " link = f\"https://huggingface.co/{data['model']}\"\n", " if link not in models_gated:\n", " models_gated.append(link)\n", "\n", "models_gated" ] }, { "cell_type": "code", "execution_count": 26, "id": "43c7a0d4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing files: 60%|█████▉ | 7301/12209 [01:24<01:16, 63.97it/s] Invalid model-index. Not loading eval results into CardData.\n", "Processing files: 60%|█████▉ | 7309/12209 [01:24<01:49, 44.69it/s]Invalid model-index. Not loading eval results into CardData.\n", "Invalid model-index. Not loading eval results into CardData.\n", "Processing files: 100%|██████████| 12209/12209 [02:20<00:00, 86.64it/s] \n" ] } ], "source": [ "from multiprocessing import Pool\n", "from tqdm.auto import tqdm\n", "\n", "with Pool(processes=20) as pool:\n", " # Use imap instead of map to get results as they complete\n", " # This allows tqdm to update in real-time\n", " with open('data/files_metadata_11.jsonl', 'a') as f:\n", " for data in tqdm(pool.imap(process_file, files_to_search), \n", " total=len(files_to_search), \n", " desc=\"Processing files\"):\n", " if data:\n", " f.write(json.dumps(data, ensure_ascii=False) + '\\n')" ] }, { "cell_type": "code", "execution_count": 44, "id": "c54044d5", "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "import json\n", "hash_to_group = {}\n", "group_to_models = defaultdict(set)" ] }, { "cell_type": "code", "execution_count": 31, "id": "45b8536b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "103537\n" ] } ], "source": [ "model_to_hashes = defaultdict(set)\n", "\n", "for file in glob.glob('data/files_metadata_*.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", "\n", " if 'etag' in data:\n", " model_to_hashes[data['model']].add(data['etag'])\n", " if data.get('xet_file_data') and data['xet_file_data'].get('file_hash'):\n", " model_to_hashes[data['model']].add(data['xet_file_data']['file_hash'])\n", " hashes = get_hashes(data)\n", " for hash in hashes:\n", " model_to_hashes[data['model']].add(hash)\n", "\n", "print(len(model_to_hashes))" ] }, { "cell_type": "code", "execution_count": 33, "id": "8f2fd5c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "104549\n" ] } ], "source": [ "for model in evaluated_models:\n", " model_to_hashes[model['id']].add(model['vocab_hash'])\n", "print(len(model_to_hashes))" ] }, { "cell_type": "code", "execution_count": 36, "id": "27e98710", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Helsinki-NLP/opus-mt-es-hr'" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model['id']" ] }, { "cell_type": "code", "execution_count": 39, "id": "0351e6a4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8292" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(evaluated_models)" ] }, { "cell_type": "code", "execution_count": 45, "id": "cee635a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "21905\n", "8901\n" ] } ], "source": [ "with open('data/models_to_search_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " if model_name not in model_to_hashes:\n", " continue\n", " hashes = model_to_hashes[model_name]\n", "\n", " for hash in hashes:\n", " if hash not in hash_to_group:\n", " hash_to_group[hash] = model_name\n", " group_to_models[hash_to_group[hash]].add(model_name)\n", "\n", "print(len(hash_to_group))\n", "print(len(group_to_models))" ] }, { "cell_type": "code", "execution_count": 46, "id": "1d7d1cb0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stabilityai/stable-diffusion-xl-base-1.0\n", "meta-llama/Llama-3.1-8B-Instruct\n", "openai/whisper-large-v3-turbo\n", "meta-llama/Llama-3.3-70B-Instruct\n", "google-bert/bert-base-uncased\n", "sesame/csm-1b\n", "moonshotai/Kimi-K2-Instruct\n", "meta-llama/Llama-3.1-8B\n", "Qwen/Qwen2.5-Coder-32B-Instruct\n", "openai/clip-vit-large-patch14\n", "Qwen/Qwen2.5-Omni-7B\n", "HuggingFaceH4/zephyr-7b-beta\n", "openai/whisper-large-v2\n", "microsoft/Phi-3-mini-128k-instruct\n", "Lightricks/LTX-2\n", "nanonets/Nanonets-OCR-s\n", "meta-llama/Llama-3.2-11B-Vision-Instruct\n", "google/embeddinggemma-300m\n", "facebook/bart-large-cnn\n", "facebook/bart-large-mnli\n", "deepseek-ai/DeepSeek-R1-Distill-Qwen-32B\n", "EleutherAI/gpt-j-6b\n", "Salesforce/blip-image-captioning-large\n", "google-bert/bert-base-chinese\n", "mistralai/Mistral-Small-3.1-24B-Instruct-2503\n", "google/gemma-2-2b-it\n", "rednote-hilab/dots.ocr\n", "openbmb/MiniCPM-o-2_6\n", "google/flan-t5-xxl\n", "Qwen/Qwen2-VL-7B-Instruct\n", "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\n", "Qwen/Qwen3-0.6B\n", "intfloat/multilingual-e5-large\n", "impira/layoutlm-document-qa\n", "openchat/openchat_3.5\n", "jinaai/jina-embeddings-v3\n", "openbmb/MiniCPM-V-4_5\n", "deepseek-ai/DeepSeek-R1-0528-Qwen3-8B\n", "openbmb/MiniCPM-V-2_6\n", "google/gemma-3-270m\n", "baidu/Qianfan-OCR\n", "moka-ai/m3e-base\n", "microsoft/Phi-3.5-mini-instruct\n", "meta-llama/Llama-3.1-405B\n", "Qwen/Qwen3-Embedding-0.6B\n", "BAAI/bge-reranker-v2-m3\n", "nlpconnect/vit-gpt2-image-captioning\n", "HuggingFaceTB/SmolLM3-3B\n", "openbmb/MiniCPM-o-4_5\n", "openai/clip-vit-base-patch32\n", "NexaAI/Octopus-v2\n", "stabilityai/StableBeluga2\n", "mistralai/Mistral-Large-Instruct-2407\n", "Kwai-Kolors/Kolors\n", "Qwen/Qwen3-VL-8B-Instruct\n", "deepseek-ai/DeepSeek-R1-Distill-Llama-8B\n", "apple/DCLM-7B\n", "FacebookAI/xlm-roberta-base\n", "WizardLMTeam/WizardCoder-Python-34B-V1.0\n", "google-t5/t5-base\n", "WizardLMTeam/WizardCoder-15B-V1.0\n", "GanymedeNil/text2vec-large-chinese\n", "PygmalionAI/pygmalion-6b\n", "mistralai/Mixtral-8x22B-Instruct-v0.1\n", "Gustavosta/MagicPrompt-Stable-Diffusion\n", "deepseek-ai/DeepSeek-V2.5\n", "HuggingFaceTB/SmolLM2-1.7B-Instruct\n", "google/translategemma-4b-it\n", "Qwen/Qwen2-72B-Instruct\n", "AIDC-AI/Marco-o1\n", "microsoft/Phi-4-mini-instruct\n", "MiniMaxAI/MiniMax-M1-80k\n", "shenzhi-wang/Llama3-8B-Chinese-Chat\n", "gradientai/Llama-3-8B-Instruct-Gradient-1048k\n", "SamLowe/roberta-base-go_emotions\n", "QuixiAI/WizardLM-13B-Uncensored\n", "MiniMaxAI/MiniMax-Text-01\n", "allenai/OLMo-7B\n", "Qwen/Qwen3-Embedding-8B\n", "HuggingFaceM4/idefics2-8b\n", "mistralai/Mamba-Codestral-7B-v0.1\n", "deepseek-ai/Janus-1.3B\n", "hkunlp/instructor-xl\n", "HuggingFaceTB/SmolVLM-Instruct\n", "google-bert/bert-base-multilingual-cased\n", "mistralai/Ministral-8B-Instruct-2410\n", "allenai/Molmo-7B-D-0924\n", "google/flan-ul2\n", "NovaSky-AI/Sky-T1-32B-Preview\n", "starvector/starvector-8b-im2svg\n", "togethercomputer/LLaMA-2-7B-32K\n", "PaddlePaddle/PaddleOCR-VL-1.5\n", "facebook/musicgen-large\n", "hkunlp/instructor-large\n", "WeiboAI/VibeThinker-1.5B\n", "distil-whisper/distil-large-v2\n", "Tencent-Hunyuan/HunyuanDiT\n", "nvidia/NV-Embed-v2\n", "aaditya/Llama3-OpenBioLLM-70B\n", "Menlo/Jan-nano\n", "NousResearch/Hermes-2-Pro-Mistral-7B\n", "j-hartmann/emotion-english-distilroberta-base\n", "microsoft/Fara-7B\n", "deepseek-ai/Janus-Pro-1B\n", "dphn/Dolphin-Mistral-24B-Venice-Edition\n", "abacusai/Smaug-72B-v0.1\n", "nomic-ai/nomic-embed-text-v2-moe\n", "deepseek-ai/DeepSeek-V2-Chat\n", "sentence-transformers/paraphrase-multilingual-mpnet-base-v2\n", "upstage/solar-pro-preview-instruct\n", "BAAI/bge-reranker-large\n", "NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO\n", "meituan-longcat/LongCat-Video\n", "mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis\n", "moonshotai/Kimi-VL-A3B-Thinking\n", "Salesforce/blip2-opt-2.7b\n", "amazon/MistralLite\n", "google/paligemma-3b-pt-224\n", "defog/sqlcoder-7b-2\n", "dandelin/vilt-b32-finetuned-vqa\n", "openbmb/MiniCPM3-4B\n", "ICTNLP/Llama-3.1-8B-Omni\n", "Tiiny/SmallThinker-3B-Preview\n", "osmosis-ai/Osmosis-Structure-0.6B\n", "zed-industries/zeta\n", "hfl/chinese-roberta-wwm-ext\n", "NousResearch/Genstruct-7B\n", "stepfun-ai/Step3-VL-10B\n", "mistralai/Mistral-Small-Instruct-2409\n", "RekaAI/reka-flash-3\n", "MLP-KTLim/llama-3-Korean-Bllossom-8B\n", "microsoft/Phi-3-medium-128k-instruct\n", "openbmb/MiniCPM4.1-8B\n", "01-ai/Yi-6B\n", "codellama/CodeLlama-7b-hf\n", "papluca/xlm-roberta-base-language-detection\n", "chromadb/context-1\n", "ChatDOC/OCRFlux-3B\n", "OpenMOSS-Team/MOSS-TTS\n", "liuhaotian/llava-v1.6-34b\n", "Snowflake/snowflake-arctic-instruct\n", "parler-tts/parler_tts_mini_v0.1\n", "huggyllama/llama-7b\n", "google-bert/bert-base-cased\n", "llava-hf/llava-1.5-7b-hf\n", "HuggingFaceTB/SmolVLM-256M-Instruct\n", "opendatalab/MinerU2.5-2509-1.2B\n", "Nexusflow/Starling-LM-7B-beta\n", "FlashLabs/Chroma-4B\n", "openbmb/AgentCPM-Explore\n", "defog/sqlcoder\n", "NousResearch/Nous-Hermes-Llama2-13b\n", "TheBloke/Wizard-Vicuna-13B-Uncensored-GPTQ\n", "epfl-llm/meditron-7b\n", "meta-llama/Prompt-Guard-86M\n", "SciPhi/Triplex\n", "lxyuan/distilbert-base-multilingual-cased-sentiments-student\n", "OuteAI/OuteTTS-0.2-500M\n", "nomic-ai/gpt4all-j\n", "llava-hf/llava-v1.6-mistral-7b-hf\n", "HuggingFaceM4/Idefics3-8B-Llama3\n", "thenlper/gte-large\n", "MoritzLaurer/mDeBERTa-v3-base-mnli-xnli\n", "intfloat/multilingual-e5-small\n", "Salesforce/SFR-Embedding-Mistral\n", "Nexusflow/Athene-V2-Chat\n", "Falconsai/text_summarization\n", "openchat/openchat\n", "huihui-ai/Huihui-Qwen3.5-35B-A3B-abliterated\n", "showlab/ShowUI-2B\n", "fishaudio/fish-agent-v0.1-3b\n", "parler-tts/parler-tts-large-v1\n", "AIDC-AI/Ovis1.6-Gemma2-9B\n", "distilbert/distilbert-base-cased-distilled-squad\n", "zai-org/codegeex4-all-9b\n", "HuggingFaceH4/starchat-beta\n", "1bitLLM/bitnet_b1_58-3B\n", "KoboldAI/OPT-13B-Erebus\n", "NovaSearch/stella_en_1.5B_v5\n", "google/mt5-base\n", "sophosympatheia/Midnight-Miqu-70B-v1.5\n", "jinaai/jina-clip-v1\n", "internlm/Intern-S1\n", "stepfun-ai/Step-Audio-2-mini\n", "miromind-ai/MiroThinker-v1.5-235B\n", "naver-clova-ix/donut-base\n", "facebook/musicgen-melody\n", "google/codegemma-7b-it\n", "openbmb/MiniCPM-Embedding\n", "nvidia/Hymba-1.5B-Instruct\n", "OpenAssistant/reward-model-deberta-v3-large-v2\n", "mistralai/Mathstral-7B-v0.1\n", "tiiuae/falcon-mamba-7b\n", "Snowflake/snowflake-arctic-embed-l-v2.0\n", "iiiorg/piiranha-v1-detect-personal-information\n", "Babelscape/rebel-large\n", "Alibaba-NLP/gte-large-en-v1.5\n", "OpenGVLab/InternVL3-78B\n", "Soul-AILab/SoulX-Podcast-1.7B\n", "numind/NuExtract\n", "bosonai/Higgs-Llama-3-70B\n", "stepfun-ai/GOT-OCR-2.0-hf\n", "tablegpt/TableGPT2-7B\n", "EleutherAI/gpt-neo-125m\n", "blaze999/Medical-NER\n", "Open-Orca/OpenOrca-Platypus2-13B\n", "ByteDance-Seed/UI-TARS-7B-DPO\n", "moka-ai/m3e-large\n", "MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli\n", "microsoft/Phi-4-mini-reasoning\n", "TheBloke/MythoMax-L2-13B-GPTQ\n", "microsoft/mdeberta-v3-base\n", "McGill-NLP/Llama-3-8B-Web\n", "OpenGVLab/InternVL2-Llama3-76B\n", "guillaumekln/faster-whisper-large-v2\n", "HuggingFaceFW/fineweb-edu-classifier\n", "nvidia/Llama-3_1-Nemotron-51B-Instruct\n", "mlabonne/phixtral-4x2_8\n", "codellama/CodeLlama-70b-Instruct-hf\n", "sentence-transformers/distiluse-base-multilingual-cased-v2\n", "jinhybr/OCR-Donut-CORD\n", "ibm-granite/granite-3.0-8b-instruct\n", "llm-blender/PairRM\n", "ise-uiuc/Magicoder-S-DS-6.7B\n", "tuner007/pegasus_paraphrase\n", "MILVLG/imp-v1-3b\n", "openvla/openvla-7b\n", "BAAI/bge-multilingual-gemma2\n", "openbmb/MiniCPM-V\n", "facebook/KernelLLM\n", "dphn/dolphin-2_6-phi-2\n", "vidore/colqwen2-v0.1\n", "MaziyarPanahi/calme-3.2-instruct-78b\n", "humarin/chatgpt_paraphraser_on_T5_base\n", "stabilityai/stablelm-2-1_6b\n", "moonshotai/Moonlight-16B-A3B-Instruct\n", "HuggingFaceM4/VLM_WebSight_finetuned\n", "sentence-transformers/multi-qa-mpnet-base-dot-v1\n", "HuggingFaceM4/idefics-80b-instruct\n", "d4data/biomedical-ner-all\n", "starvector/starvector-1b-im2svg\n", "ElKulako/cryptobert\n", "Salesforce/xgen-mm-phi3-mini-instruct-r-v1\n", "FacebookAI/xlm-roberta-large-finetuned-conll03-english\n", "vennify/t5-base-grammar-correction\n", "NeuML/pubmedbert-base-embeddings\n", "RLHFlow/ArmoRM-Llama3-8B-v0.1\n", "teapotai/teapotllm\n", "HuggingFaceTB/SmolLM-1.7B\n", "aiola/whisper-medusa-v1\n", "defog/sqlcoder-34b-alpha\n", "rednote-hilab/dots.llm1.inst\n", "TheBloke/Nous-Hermes-13B-GPTQ\n", "oliverguhr/fullstop-punctuation-multilang-large\n", "marcelbinz/Llama-3.1-Centaur-70B-adapter\n", "amazon/FalconLite\n", "ahxt/LiteLlama-460M-1T\n", "baidu/ERNIE-4.5-21B-A3B-PT\n", "google/paligemma2-3b-pt-224\n", "pankajmathur/orca_mini_3b\n", "ibm-granite/granite-speech-3.3-8b\n", "utter-project/EuroLLM-9B\n", "Babelscape/wikineural-multilingual-ner\n", "timdettmers/guanaco-33b-merged\n", "togethercomputer/Llama-2-7B-32K-Instruct\n", "facebook/galactica-120b\n", "nothingiisreal/MN-12B-Celeste-V1.9\n", "grammarly/coedit-large\n", "jbochi/madlad400-3b-mt\n", "ibm-granite/granite-3.3-8b-instruct\n", "naver-hyperclovax/HyperCLOVAX-SEED-Text-Instruct-1.5B\n", "google-bert/bert-base-multilingual-uncased\n", "dalle-mini/dalle-mega\n", "tarteel-ai/whisper-base-ar-quran\n", "mlabonne/NeuralHermes-2.5-Mistral-7B\n", "m-a-p/ChatMusician\n", "TheBloke/Wizard-Vicuna-13B-Uncensored-SuperHOT-8K-GPTQ\n", "mattshumer/mistral-8x7b-chat\n", "google/owlvit-base-patch32\n", "01-ai/Yi-1.5-9B-Chat\n", "allenai/OLMo-2-0325-32B-Instruct\n", "togethercomputer/StripedHyena-Nous-7B\n", "bytedance-research/ChatTS-14B\n", "human-centered-summarization/financial-summarization-pegasus\n", "jinaai/jina-embeddings-v2-small-en\n", "mixedbread-ai/mxbai-rerank-large-v1\n", "Linq-AI-Research/Linq-Embed-Mistral\n", "PocketDoc/Dans-PersonalityEngine-V1.3.0-24b\n", "knowledgator/gliner-multitask-large-v0.5\n", "sentence-transformers/multi-qa-MiniLM-L6-cos-v1\n", "pszemraj/long-t5-tglobal-base-16384-book-summary\n", "WizardLMTeam/WizardCoder-33B-V1.1\n", "m-a-p/OpenCodeInterpreter-DS-6.7B\n", "BAAI/bge-en-icl\n", "ml6team/keyphrase-extraction-kbir-inspec\n", "sileod/deberta-v3-base-tasksource-nli\n", "OpenAssistant/llama2-13b-orca-8k-3319\n", "dphn/dolphin-vision-72b\n", "openbmb/AgentCPM-GUI\n", "SkunkworksAI/phi-2\n", "Nexusflow/Athene-V2-Agent\n", "togethercomputer/m2-bert-80M-32k-retrieval\n", "BAAI/llm-embedder\n", "mlabonne/Beyonder-4x7B-v2\n", "Skywork/Skywork-R1V-38B\n", "distil-whisper/distil-medium.en\n", "Salesforce/codegen-16B-mono\n", "WizardLMTeam/WizardMath-70B-V1.0\n", "fireworks-ai/firefunction-v1\n", "sakuraumi/Sakura-13B-Galgame\n", "DiscoResearch/DiscoLM-mixtral-8x7b-v2\n", "facebook/nllb-moe-54b\n", "bigcode/starpii\n", "laion/CLIP-ViT-L-14-DataComp.XL-s13B-b90K\n", "ibm-granite/granite-vision-3.2-2b\n", "thenlper/gte-large-zh\n", "SUSTech/SUS-Chat-34B\n", "llava-hf/LLaVA-NeXT-Video-7B-hf\n", "af1tang/personaGPT\n", "pszemraj/led-large-book-summary\n", "MoritzLaurer/DeBERTa-v3-large-mnli-fever-anli-ling-wanli\n", "dphn/dolphin-2.6-mistral-7b-dpo-laser\n", "NousResearch/OLMo-Bitnet-1B\n", "naver-clova-ix/donut-base-finetuned-cord-v2\n", "meta-llama/CodeLlama-7b-hf\n", "tiiuae/falcon-rw-1b\n", "openaccess-ai-collective/manticore-13b\n", "GritLM/GritLM-7B\n", "defog/sqlcoder2\n", "vidore/colqwen2-v1.0\n", "cloudyu/Mixtral_34Bx2_MoE_60B\n", "MediaTek-Research/Breeze-ASR-25\n", "distil-whisper/distil-small.en\n", "openai/whisper-tiny.en\n", "EleutherAI/llemma_7b\n", "HuggingFaceH4/starchat2-15b-v0.1\n", "vidore/colpali-v1.2\n", "ModelSpace/GemmaX2-28-2B-v0.1\n", "THU-KEG/LongWriter-Zero-32B\n", "AlekseyKorshuk/vicuna-7b\n", "Writer/camel-5b-hf\n", "microsoft/xclip-base-patch32\n", "MiaoshouAI/Florence-2-large-PromptGen-v2.0\n", "geolocal/StreetCLIP\n", "TheBloke/wizardLM-7B-GPTQ\n", "microsoft/git-large-coco\n", "BAAI/bge-small-zh-v1.5\n", "ibm-research/merlinite-7b\n", "nomic-ai/colnomic-embed-multimodal-7b\n", "prometheus-eval/prometheus-7b-v2.0\n", "abacusai/TheProfessor-155b\n", "tincans-ai/gazelle-v0.2\n", "MiaoshouAI/Florence-2-base-PromptGen-v1.5\n", "BLIP3o/BLIP3o-Model-8B\n", "Salesforce/instructblip-vicuna-7b\n", "TheBloke/Mistral-7B-OpenOrca-GPTQ\n", "jat-project/jat\n", "LLM360/K2\n", "AskUI/PTA-1\n", "simplescaling/s1.1-32B\n", "utter-project/EuroLLM-1.7B-Instruct\n", "meta-llama/Llama-Prompt-Guard-2-86M\n", "jondurbin/bagel-dpo-34b-v0.2\n", "ahmedrachid/FinancialBERT-Sentiment-Analysis\n", "ByteDance/Sa2VA-4B\n", "Helsinki-NLP/opus-mt-en-ru\n", "Bin12345/AutoCoder\n", "Salesforce/blip2-flan-t5-xxl\n", "Zyphra/Zamba2-7B-Instruct\n", "livekit/turn-detector\n", "manycore-research/SpatialLM-Qwen-0.5B\n", "OuteAI/OuteTTS-1.0-0.6B\n", "CofeAI/FLM-101B\n", "facebook/musicgen-stereo-large\n", "dphn/dolphin-2_2-yi-34b\n", "naver/splade-v3\n", "peakji/steiner-32b-preview\n", "vidore/colpali-v1.3\n", "google/siglip2-base-patch16-224\n", "lmms-lab/Aero-1-Audio\n", "TheBloke/Phind-CodeLlama-34B-v2-GPTQ\n", "SciPhi/SciPhi-Self-RAG-Mistral-7B-32k\n", "WhiteRabbitNeo/WhiteRabbitNeo-33B-v1\n", "ezelikman/quietstar-8-ahead\n", "kotoba-tech/kotoba-whisper-v2.0\n", "unsloth/phi-4\n", "mrm8488/falcoder-7b\n", "qihoo360/Light-R1-32B\n", "KoalaAI/Text-Moderation\n", "unsloth/Llama-3.2-11B-Vision-Instruct\n", "knowledgator/comprehend_it-base\n", "moreh/MoMo-72B-LoRA-V1.4\n", "Yellow-AI-NLP/komodo-7b-base\n", "distil-whisper/distil-large-v3.5\n", "ibm-research/knowgl-large\n", "Kaludi/chatgpt-gpt4-prompts-bart-large-cnn-samsum\n", "Qwen/Qwen2.5-Math-PRM-7B\n", "ibm-granite/granite-speech-3.2-8b\n", "fblgit/una-xaberius-34b-v1beta\n", "visheratin/MC-LLaVA-3b\n", "microsoft/deberta-base\n", "TheBloke/Mistral-7B-Instruct-v0.1-GPTQ\n", "internlm/internlm-xcomposer2-vl-7b\n", "NCSOFT/Llama-VARCO-8B-Instruct\n", "Kwai-Keye/Keye-VL-8B-Preview\n", "WizardLMTeam/WizardMath-7B-V1.1\n", "AI4Chem/ChemLLM-7B-Chat\n", "BAAI/bge-reranker-v2-gemma\n", "EuroBERT/EuroBERT-210m\n", "Norm/nougat-latex-base\n", "xtuner/llava-llama-3-8b-v1_1-transformers\n", "ibm-granite/granite-vision-3.3-2b\n", "MBZUAI/LaMini-Flan-T5-248M\n", "bespokelabs/Bespoke-MiniCheck-7B\n", "KurmaAI/AQUA-7B\n", "nvidia/prompt-task-and-complexity-classifier\n", "Crystalcareai/GemMoE-Beta-1\n", "Babelscape/mrebel-large\n", "yentinglin/Taiwan-LLaMa-v1.0\n", "oliverguhr/spelling-correction-english-base\n", "BSC-LT/salamandra-7b-instruct\n", "Qwen/Qwen2.5-72B-Instruct-AWQ\n", "ArliAI/QwQ-32B-ArliAI-RpR-v1\n", "TheBloke/guanaco-33B-GPTQ\n", "glaiveai/glaive-function-calling-v1\n", "elyza/ELYZA-japanese-Llama-2-7b-instruct\n", "LLM360/Crystal\n", "abacusai/Dracarys2-72B-Instruct\n", "Vision-CAIR/LongVU_Qwen2_7B\n", "kakaocorp/kanana-nano-2.1b-instruct\n", "h2oai/h2ogpt-gm-oasst1-en-2048-falcon-7b-v3\n", "openbmb/UltraLM-13b\n", "mychen76/invoice-and-receipts_donut_v1\n", "openbmb/VisRAG-Ret\n", "OpenAssistant/llama2-70b-oasst-sft-v10\n", "Marqo/marqo-fashionSigLIP\n", "arcee-ai/Virtuoso-Small\n", "sentence-transformers/paraphrase-xlm-r-multilingual-v1\n", "cross-encoder/mmarco-mMiniLMv2-L12-H384-v1\n", "Dongjin-kr/ko-reranker\n", "microsoft/maira-2\n", "laion/clap-htsat-fused\n", "OpenAssistant/codellama-13b-oasst-sft-v10\n", "antoinelouis/colbert-xm\n", "opendatalab/PDF-Extract-Kit\n", "flowaicom/Flow-Judge-v0.1\n", "meta-llama/Llama-Guard-3-11B-Vision\n", "maya-multimodal/maya\n", "facebook/mbart-large-cc25\n", "vinai/phobert-base\n", "HuggingFaceM4/idefics-80b\n", "NovaSearch/jasper_en_vision_language_v1\n", "nickmuchi/finbert-tone-finetuned-finance-topic-classification\n", "Salesforce/codet5p-110m-embedding\n", "OpenLemur/lemur-70b-chat-v1\n", "dphn/dolphincoder-starcoder2-15b\n", "h2oai/h2o-danube3-4b-chat\n", "CausalLM/35b-beta-long\n", "NovaSky-AI/Sky-T1-32B-Flash\n", "madhurjindal/autonlp-Gibberish-Detector-492513457\n", "oliverguhr/german-sentiment-bert\n", "sentence-transformers/all-roberta-large-v1\n", "Salesforce/codet5p-16b\n", "tomaarsen/span-marker-mbert-base-multinerd\n", "Undi95/Llamix2-MLewd-4x13B\n", "CausalLM/34b-beta\n", "Unbabel/TowerInstruct-7B-v0.1\n", "google/siglip2-so400m-patch16-naflex\n", "OpenBuddy/openbuddy-llama2-13b-v8.1-fp16\n", "abacusai/Smaug-34B-v0.1\n", "gokaygokay/Flux-Prompt-Enhance\n", "WhiteRabbitNeo/WhiteRabbitNeo-2.5-Qwen-2.5-Coder-7B\n", "HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5\n", "Qodo/Qodo-Embed-1-1.5B\n", "microsoft/trocr-small-handwritten\n", "G-reen/gpt5o-reflexion-q-agi-llama-3.1-8b\n", "klue/bert-base\n", "klue/roberta-large\n", "fireballoon/baichuan-vicuna-chinese-7b\n", "h2oai/h2o-danube2-1.8b-chat\n", "upskyy/bge-m3-korean\n", "speakleash/Bielik-11B-v2.2-Instruct\n", "AIDC-AI/Ovis1.6-Gemma2-27B\n", "MoritzLaurer/bge-m3-zeroshot-v2.0\n", "bigscience/mt0-xxl\n", "lakshyakh93/deberta_finetuned_pii\n", "brucethemoose/Yi-34B-200K-RPMerge\n", "dphn/dolphin-2.9.1-yi-1.5-34b\n", "knifeayumu/Cydonia-v1.3-Magnum-v4-22B\n", "KBLab/kb-whisper-large\n", "slauw87/bart_summarisation\n", "google/umt5-xxl\n", "Salesforce/xgen-mm-phi3-mini-instruct-interleave-r-v1.5\n", "pritamdeka/BioBERT-mnli-snli-scinli-scitail-mednli-stsb\n", "shibing624/text2vec-base-multilingual\n", "TheBloke/llama2_70b_chat_uncensored-GPTQ\n", "ParasiticRogue/Merged-RP-Stew-V2-34B\n", "kotoba-tech/kotoba-whisper-v1.0\n", "mixedbread-ai/deepset-mxbai-embed-de-large-v1\n", "ArliAI/Mistral-Small-22B-ArliAI-RPMax-v1.1\n", "numind/NuExtract-1.5-smol\n", "allenai/OLMo-2-1124-13B-Instruct-preview\n", "SicariusSicariiStuff/Phi-lthy4\n", "AITeamVN/Vietnamese_Embedding\n", "raynardj/wenyanwen-chinese-translate-to-ancient\n", "openchat/openchat-3.5-0106-gemma\n", "bhadresh-savani/bert-base-uncased-emotion\n", "TinyLlama/TinyLlama-1.1B-Chat-v0.1\n", "huihui-ai/Qwen2.5-32B-Instruct-abliterated\n", "Helsinki-NLP/opus-mt-tc-big-en-tr\n", "llava-hf/bakLlava-v1-hf\n", "llava-hf/llava-onevision-qwen2-0.5b-ov-hf\n", "AI-Growth-Lab/PatentSBERTa\n", "setu4993/LaBSE\n", "shibing624/chinese-alpaca-plus-7b-hf\n", "ydshieh/kosmos-2-patch14-224\n", "mkurman/Qwen2.5-14B-DeepSeek-R1-1M\n", "hiiamsid/sentence_similarity_spanish_es\n", "sentence-transformers/stsb-xlm-r-multilingual\n", "soleimanian/financial-roberta-large-sentiment\n", "kabita-choudhary/finetuned-bart-for-conversation-summary\n", "abacaj/starcoderbase-1b-sft\n", "google/siglip-base-patch16-256-multilingual\n", "mlabonne/OrpoLlama-3-8B\n", "xtuner/llava-phi-3-mini-hf\n", "qanastek/XLMRoberta-Alexa-Intents-Classification\n", "deepset/deberta-v3-large-squad2\n", "Rakuten/RakutenAI-7B\n", "sentence-transformers/sentence-t5-base\n", "FremyCompany/BioLORD-2023\n", "Xenova/musicgen-small\n", "Xenova/nllb-200-distilled-600M\n", "mdarhri00/named-entity-recognition\n", "Locutusque/TinyMistral-248M\n", "DeepMount00/Italian_NER_XXL\n", "dslim/distilbert-NER\n", "beomi/gemma-ko-7b\n", "LanguageBind/Video-LLaVA-7B-hf\n", "microsoft/mpnet-base\n", "aari1995/German_Semantic_STS_V2\n", "potsawee/t5-large-generation-squad-QuestionAnswer\n", "ai-forever/mGPT-13B\n", "yuvalkirstain/PickScore_v1\n", "tasksource/deberta-small-long-nli\n", "mlx-community/c4ai-command-r-plus-4bit\n", "IlyaGusev/gemma-2-2b-it-abliterated\n", "pzc163/MiniCPMv2_6-prompt-generator\n", "ibm-granite/granite-embedding-107m-multilingual\n", "ICTNLP/stream-omni-8b\n", "emrecan/bert-base-turkish-cased-mean-nli-stsb-tr\n", "sentence-transformers/paraphrase-mpnet-base-v2\n", "laion/larger_clap_general\n", "Intel/llava-gemma-2b\n", "IlyaGusev/gemma-2-9b-it-abliterated\n", "arnir0/Tiny-LLM\n", "baichuan-inc/Baichuan-Omni-1d5\n", "BAAI/bge-code-v1\n", "moelanoby/phi-3-M3-coder\n", "MoritzLaurer/multilingual-MiniLMv2-L6-mnli-xnli\n", "transformer3/H2-keywordextractor\n", "saheedniyi/YarnGPT\n", "richinfoai/ritrieve_zh_v1\n", "MrDragonFox/mOrpheus_3B-1Base_early_preview\n", "TheBloke/WizardLM-13B-V1-0-Uncensored-SuperHOT-8K-GPTQ\n", "BAAI/AquilaChat2-34B\n", "alpindale/miqu-1-70b-pytorch\n", "Xenova/bge-m3\n", "Orbina/Orbita-v0.1\n", "mlx-community/DeepSeek-R1-Distill-Qwen-32B-4bit\n", "cointegrated/rubert-tiny-toxicity\n", "microsoft/BiomedVLP-CXR-BERT-general\n", "Twitter/twhin-bert-base\n", "Salesforce/codegen2-16B_P\n", "unsloth/Phi-3-mini-4k-instruct\n", "dphn/dolphin-2.9.1-mixtral-1x22b\n", "Salesforce/xLAM-8x22b-r\n", "PocketDoc/Dans-PersonalityEngine-V1.1.0-12b\n", "michiyasunaga/BioLinkBERT-large\n", "LiYuan/amazon-review-sentiment-analysis\n", "allenai/specter2_base\n", "TheBloke/orca_mini_13B-GPTQ\n", "TinyLlama/TinyLlama-1.1B-Chat-v0.4\n", "ise-uiuc/Magicoder-S-CL-7B\n", "unum-cloud/uform-gen\n", "srinivasbilla/tinymix-8x1b-chat\n", "ibm-granite/granite-guardian-hap-38m\n", "TheDrummer/Behemoth-123B-v1\n", "infly/inf-retriever-v1\n", "Maykeye/TinyLLama-v0\n", "adept/persimmon-8b-chat\n", "TinyLlama/TinyLlama-1.1B-Chat-v0.3\n", "openbmb/MiniCPM-2B-128k\n", "instructlab/granite-7b-lab\n", "numind/NuNER-v2.0\n", "dphn/dolphin-2.9.2-mixtral-8x22b\n", "ytu-ce-cosmos/turkish-colbert\n", "speakleash/Bielik-11B-v2.6-Instruct\n", "Xenova/speecht5_tts\n", "UnfilteredAI/Promt-generator\n", "numind/NuExtract-tiny\n", "Weyaxi/Einstein-v7-Qwen2-7B\n", "citizenlab/twitter-xlm-roberta-base-sentiment-finetunned\n", "pritamdeka/S-PubMedBert-MS-MARCO\n", "vinai/bertweet-base\n", "stas/tiny-random-llama-2\n", "vinai/PhoWhisper-large\n", "GRMenon/mental-health-mistral-7b-instructv0.2-finetuned-V2\n", "webbigdata/C3TR-Adapter\n", "ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1\n", "Kortix/FastApply-1.5B-v1.0\n", "dnotitia/DNA-R1\n", "cointegrated/rubert-tiny2-cedr-emotion-detection\n", "prithivida/grammar_error_correcter_v1\n", "katanaml-org/invoices-donut-model-v1\n", "jebcarter/psyonic-cetacean-20B\n", "h2oai/h2o-danube3-500m-chat\n", "NeverSleep/Lumimaid-v0.2-123B\n", "hbseong/HarmAug-Guard\n", "PocketDoc/Dans-PersonalityEngine-V1.3.0-12b\n", "Cedille/fr-boris\n", "climatebert/distilroberta-base-climate-f\n", "kontur-ai/sbert_punc_case_ru\n", "MBZUAI/LaMini-GPT-1.5B\n", "beomi/open-llama-2-ko-7b\n", "ai4bharat/Airavata\n", "sambanovasystems/SambaLingo-Turkish-Base\n", "mlabonne/Jambatypus-v0.1\n", "IlyaGusev/saiga_yandexgpt_8b\n", "microsoft/GUI-Actor-7B-Qwen2-VL\n", "ByteDance-Seed/Tar-7B\n", "obi/deid_roberta_i2b2\n", "ai-forever/ruT5-large\n", "HiTZ/GoLLIE-34B\n", "ilsilfverskiold/tech-keywords-extractor\n", "bofenghuang/whisper-large-v3-french\n", "SakanaAI/EvoVLM-JP-v1-7B\n", "yam-peleg/Hebrew-Gemma-11B\n", "5CD-AI/Vietnamese-Sentiment-visobert\n", "sbintuitions/sarashina-embedding-v1-1b\n", "NCSOFT/VARCO-VISION-14B\n", "knowledgator/gliner-multitask-v1.0\n", "sergeyzh/BERTA\n", "arcee-ai/GLM-4-32B-Base-32K\n", "bhadresh-savani/bert-base-go-emotion\n", "cointegrated/rubert-base-cased-nli-threeway\n", "satvikag/chatbot\n", "DMetaSoul/sbert-chinese-general-v2\n", "shibing624/mengzi-t5-base-chinese-correction\n", "vicgalle/gpt2-open-instruct-v1\n", "TheBloke/airoboros-13B-gpt4-1.4-GPTQ\n", "Writer/palmyra-med-20b\n", "NbAiLab/nb-whisper-large\n", "sambanovasystems/SambaLingo-Arabic-Base\n", "ilsp/Meltemi-7B-Instruct-v1\n", "Xenova/moondream2\n", "LLM360/K2-Chat\n", "onnx-community/Qwen3-0.6B-ONNX\n", "OpenBuddy/OpenBuddy-R1-0528-Distill-Qwen3-32B-Preview0-QAT\n", "knowledgator/gliner-x-large\n", "clips/mfaq\n", "raynardj/wenyanwen-ancient-translate-to-modern\n", "t-bank-ai/ruDialoGPT-medium\n", "pszemraj/pegasus-x-large-book-summary\n", "tomaarsen/span-marker-xlm-roberta-base-multinerd\n", "dblasko/blip-dalle3-img2prompt\n", "dphn/dolphin-2.2-yi-34b-200k\n", "netease-youdao/Qwen-7B-QAnything\n", "unsloth/mistral-7b-instruct-v0.3-bnb-4bit\n", "openbmb/MiniCPM3-RAG-LoRA\n", "OuteAI/OuteTTS-0.3-500M\n", "Unbabel/Tower-Plus-9B\n", "MMG/xlm-roberta-large-ner-spanish\n", "finiteautomata/beto-sentiment-analysis\n", "TheBloke/OpenAssistant-SFT-7-Llama-30B-GPTQ\n", "ibm-granite/granite-embedding-125m-english\n", "meta-llama/Llama-Prompt-Guard-2-22M\n", "facebook/xlm-roberta-xl\n", "microsoft/deberta-v2-xxlarge\n", "UrukHan/t5-russian-spell\n", "juierror/flan-t5-text2sql-with-schema-v2\n", "42dot/42dot_LLM-PLM-1.3B\n", "stabilityai/stablelm-2-1_6b-chat\n", "ghost-x/ghost-8b-beta-1608\n", "numind/NuExtract-1.5-tiny\n", "PleIAs/Pleias-Pico\n", "Orion-zhen/phi-4-abliterated\n", "cyclone/simcse-chinese-roberta-wwm-ext\n", "flax-sentence-embeddings/st-codesearch-distilroberta-base\n", "google/t5-efficient-tiny\n", "M-CLIP/XLM-Roberta-Large-Vit-B-16Plus\n", "TIGER-Lab/Mantis-8B-siglip-llama3\n", "onnx-community/moonshine-base-ONNX\n", "BytedanceDouyinContent/SAIL-VL-2B\n", "TechWolf/JobBERT-v2\n", "Open-Reasoner-Zero/Open-Reasoner-Zero-7B\n", "secemp9/TraceBack-12b\n", "LanguageBind/UniWorld-V1\n", "HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v2\n", "tscholak/cxmefzzi\n", "nielsr/layoutlmv3-finetuned-funsd\n", "seara/rubert-tiny2-russian-sentiment\n", "Open-Orca/oo-phi-1_5\n", "Felladrin/TinyMistral-248M-Chat-v4\n", "fishaudio/speech-lm-v1\n", "projecte-aina/FLOR-6.3B\n", "internlm/internlm2-1_8b\n", "RUCKBReasoning/TableLLM-13b\n", "sambanovasystems/SambaLingo-Russian-Base\n", "OpenDFM/ChemDFM-v1.0-13B\n", "Salesforce/xLAM-7b-r\n", "Johnson8187/Chinese-Emotion\n", "Infinigence/Megrez-3B-Instruct\n", "bharatgenai/patram-7b-instruct\n", "bespin-global/klue-sroberta-base-continue-learning-by-mnr\n", "cardiffnlp/twitter-xlm-roberta-base-sentiment-multilingual\n", "LeoLM/leo-hessianai-13b-chat\n", "lyogavin/Anima-7B-100K\n", "DeepMount00/Anita\n", "sambanovasystems/SambaLingo-Thai-Base\n", "dphn/Dolphin-2.9.1-Phi-3-Kensho-4.5B\n", "TroyDoesAI/Phi-3-Context-Obedient-RAG\n", "gretelai/gretel-gliner-bi-large-v1.0\n", "YiXin-AILab/YiXin-Distill-Qwen-72B\n", "imageomics/bioclip-2\n", "jhgan/ko-sbert-nli\n", "liam168/trans-opus-mt-en-zh\n", "ml6team/keyphrase-extraction-distilbert-inspec\n", "classla/xlm-roberta-base-multilingual-text-genre-classifier\n", "Salesforce/instructblip-flan-t5-xl\n", "augmxnt/shisa-7b-v1\n", "AgentPublic/guillaumetell-7b\n", "sambanovasystems/SambaLingo-Hungarian-Base\n", "llava-hf/llava-v1.6-vicuna-7b-hf\n", "sergeyzh/rubert-tiny-turbo\n", "RefalMachine/ruadapt_qwen2.5_3B_ext_u48_instruct_v4\n", "NCSOFT/VARCO-VISION-14B-HF\n", "answerdotai/ModernBERT-Large-Instruct\n", "Rakuten/RakutenAI-2.0-mini-instruct\n", "Akhil-Theerthala/Kuvera-8B-v0.1.0\n", "ahmedrachid/FinancialBERT\n", "sentence-transformers/paraphrase-MiniLM-L3-v2\n", "RUCAIBox/mtl-data-to-text\n", "shibing624/bart4csc-base-chinese\n", "lucas-leme/FinBERT-PT-BR\n", "xusenlin/uie-base\n", "deprem-ml/deprem-ner\n", "HiTZ/GoLLIE-7B\n", "Intel/whisper-large-v2-onnx-int4-inc\n", "Severian/ANIMA-Phi-Neptune-Mistral-7B\n", "TownsWu/PEG\n", "LLM4Binary/llm4decompile-22b-v2\n", "BSC-LT/salamandra-7b\n", "MERaLiON/MERaLiON-AudioLLM-Whisper-SEA-LION\n", "dphn/Dolphin3.0-Qwen2.5-3b\n", "neavo/modern_bert_multilingual\n", "Ertugrul/Qwen2.5-VL-7B-Captioner-Relaxed\n", "m3rg-iitd/matscibert\n", "sentence-transformers/allenai-specter\n", "ai4bharat/IndicNER\n", "BM-K/KoSimCSE-roberta-multitask\n", "to-be/donut-base-finetuned-invoices\n", "mobiuslabsgmbh/aanaphi2-v0.1\n", "sambanovasystems/SambaLingo-Serbian-Base\n", "unsloth/Phi-3-medium-4k-instruct\n", "Marqo/marqo-fashionCLIP\n", "lightblue/kurage-multilingual\n", "ReadyArt/Amoral-Fallen-Omega-Gemma3-12B\n", "google/t5-efficient-xxl\n", "microsoft/markuplm-base\n", "unicamp-dl/translation-pt-en-t5\n", "BM-K/KoSimCSE-roberta\n", "jonaskoenig/topic_classification_04\n", "microsoft/xclip-base-patch16-zero-shot\n", "Xenova/vit-gpt2-image-captioning\n", "yuyijiong/T5-large-sentiment-analysis-Chinese-MultiTask\n", "RashidNLP/Finance-Sentiment-Classification\n", "abacaj/mistral-7b-sft\n", "IDEA-CCNL/Ziya-Reader-13B-v1.0\n", "stabilityai/japanese-stable-clip-vit-l-16\n", "meetkai/functionary-small-v2.2\n", "meetkai/functionary-medium-v2.2\n", "brucethemoose/Yi-34B-200K-DARE-megamerge-v8\n", "knowledgator/comprehend_it-multilingual-t5-base\n", "sambanovasystems/SambaLingo-Bulgarian-Base\n", "sambanovasystems/SambaLingo-Slovenian-Base\n", "FreedomIntelligence/Apollo-7B\n", "meta-llama/CodeLlama-70b-hf\n", "DiTy/cross-encoder-russian-msmarco\n", "KevSun/Personality_LM\n", "ucsahin/TraVisionLM-base\n", "ContactDoctor/Bio-Medical-Llama-3-8B-CoT-012025\n", "malteos/german-r1\n", "DeepMount00/Italian_NER_XXL_v2\n", "Qdrant/minicoil-v1\n", "Unbabel/gec-t5_small\n", "cross-encoder/nli-distilroberta-base\n", "mgrella/autonlp-bank-transaction-classification-5521155\n", "microsoft/trocr-large-stage1\n", "raynardj/classical-chinese-punctuation-guwen-biaodian\n", "vespa-engine/col-minilm\n", "neulab/codebert-python\n", "OpenAssistant/reward-model-deberta-v3-large\n", "cardiffnlp/twitter-roberta-base-emotion-multilabel-latest\n", "KernAI/stock-news-distilbert\n", "TheBloke/gorilla-7B-GPTQ\n", "migtissera/Tess-M-v1.3\n", "cyberagent/llava-calm2-siglip\n", "tasksource/deberta-base-long-nli\n", "BAAI/BGE-VL-base\n", "Vikhrmodels/Vikhr-YandexGPT-5-Lite-8B-it\n", "QCRI/Fanar-1-9B\n", "distilbert/distilbert-base-german-cased\n", "akdeniz27/bert-base-turkish-cased-ner\n", "Hello-SimpleAI/chatgpt-detector-roberta-chinese\n", "NHNDQ/nllb-finetuned-en2ko\n", "d0rj/rut5-base-summ\n", "UniverseTBD/astrollama\n", "ajibawa-2023/scarlett-33b\n", "ByteWave/prompt-generator\n", "mlx-community/CodeLlama-70b-Instruct-hf-4bit-MLX\n", "vilm/Quyen-SE-v0.1\n", "sambanovasystems/SambaLingo-Japanese-Base\n", "weqweasdas/RM-Gemma-2B\n", "dicta-il/dictalm2.0-instruct\n", "xtuner/llava-phi-3-mini\n", "Gigax/NPC-LLM-3_8B\n", "dphn/dolphin-2.9.2-Phi-3-Medium\n", "internlm/internlm2-20b-reward\n", "omni-research/Tarsier-7b\n", "knowledgator/gliner-bi-large-v1.0\n", "SlerpE/WoonaV1.2-9b\n", "anuashok/ocr-captcha-v3\n", "PleIAs/Pleias-350m-Preview\n", "BAAI/RoboBrain\n", "internlm/POLAR-7B\n", "liam168/c2-roberta-base-finetuned-dianping-chinese\n", "mrm8488/bert2bert_shared-german-finetuned-summarization\n", "Theivaprakasham/layoutlmv3-finetuned-invoice\n", "lisaterumi/postagger-portuguese\n", "NchuNLP/Chinese-Question-Answering\n", "NbAiLab/nb-sbert-base\n", "byoussef/whisper-large-v2-Ko\n", "eugenepentland/Minotaur-13b-Landmark\n", "TheBloke/OpenAssistant-Llama2-13B-Orca-v2-8K-3166-GPTQ\n", "vonjack/Qwen-LLaMAfied-HFTok-7B-Chat\n", "ai-lab/ESGify\n", "codesage/codesage-large\n", "occiglot/occiglot-7b-de-en-instruct\n", "unsloth/mistral-7b-v0.2\n", "dphn/dolphin-2.9-mixtral-8x22b\n", "microsoft/Phi-3-mini-4k-instruct-onnx-web\n", "knowledgator/UTC-DeBERTa-large-v2\n", "nitky/Oumuamua-7b-instruct-v2\n", "nvidia/NV-Retriever-v1\n", "internlm/internlm2_5-1_8b\n", "migtissera/Tess-3-Mistral-Large-2-123B\n", "thrishala/mental_health_chatbot\n", "sail/Sailor2-20B-Chat-1203\n", "khleeloo/whisper-large-v3-cantonese\n", "Ihor/Text2Graph-R1-Qwen2.5-0.5b\n", "internlm/OREAL-32B\n", "unsloth/Phi-4-mini-instruct\n", "microsoft/GUI-Actor-7B-Qwen2.5-VL\n", "dleemiller/Penny-1.7B\n", "Muennighoff/SGPT-5.8B-weightedmean-msmarco-specb-bitfit\n", "obi/deid_bert_i2b2\n", "pierreguillou/ner-bert-large-cased-pt-lenerbr\n", "AnnaWegmann/Style-Embedding\n", "MoritzLaurer/xlm-v-base-mnli-xnli\n", "Leo97/KoELECTRA-small-v3-modu-ner\n", "Xenova/whisper-tiny.en\n", "GeorgiaTechResearchInstitute/galactica-30b-evol-instruct-70k\n", "kazzand/ru-longformer-tiny-16384\n", "HiTZ/Medical-mT5-large\n", "StephanAkkerman/FinTwitBERT-sentiment\n", "sethuiyer/Dr_Samantha-7b\n", "mlx-community/c4ai-command-r-v01-4bit\n", "RedHatAI/Mistral-7B-Instruct-v0.3-GPTQ-4bit\n", "Elizezen/Berghof-NSFW-7B\n", "gliner-community/gliner_large-v2.5\n", "internlm/internlm2-step-prover\n", "Omartificial-Intelligence-Space/Arabic-Triplet-Matryoshka-V2\n", "spow12/ChatWaifu_v1.4\n", "lmms-lab/llava-onevision-qwen2-7b-ov-chat\n", "LLM4Binary/llm4decompile-9b-v2\n", "prithivMLmods/Phi-4-o1\n", "TurboPascal/ChineseModernBert\n", "haizelabs/j1-micro-1.7B\n", "Haoz0206/Omni-R1\n", "Einmalumdiewelt/T5-Base_GNAD\n", "citizenlab/distilbert-base-multilingual-cased-toxicity\n", "hatmimoha/arabic-ner\n", "pranaydeeps/Ancient-Greek-BERT\n", "firqaaa/indo-sentence-bert-base\n", "vishnun/knowledge-graph-nlp\n", "yuanzhoulvpi/gpt2_chinese\n", "DDDSSS/translation_en-zh\n", "TheBloke/orca_mini_v2_7B-GPTQ\n", "QuixiAI/yayi2-30b-llama\n", "EbanLee/kobart-summary-v3\n", "lmms-lab/LLaVA-Video-72B-Qwen2\n", "Heralax/Mistrilitary-7b\n", "UnfilteredAI/BADMISTRAL-1.5B\n", "facebook/drama-base\n", "NAMAA-Space/Qari-OCR-0.2.2.1-VL-2B-Instruct\n", "albert/albert-xxlarge-v2\n", "NbAiLab/nb-gpt-j-6B\n", "liam168/trans-opus-mt-zh-en\n", "Sigma/financial-sentiment-analysis\n", "Dizex/FoodBaseBERT-NER\n", "jjzha/jobbert_skill_extraction\n", "allenai/tulu-65b\n", "TheBloke/NewHope-GPTQ\n", "shareAI/CodeLLaMA-chat-13b-Chinese\n", "vineetsharma/customer-support-intent-albert\n", "internlm/internlm-xcomposer-7b\n", "TheBloke/dolphin-2.1-mistral-7B-AWQ\n", "seedboxai/KafkaLM-70B-German-V0.1\n", "gokaygokay/Lamini-Prompt-Enchance-Long\n", "abacusai/Dracarys-72B-Instruct\n", "mlburnham/Political_DEBATE_large_v1.0\n", "Gherman/bert-base-NER-Russian\n", "Goekdeniz-Guelmez/Josiefied-Qwen2.5-14B-Instruct-abliterated-v4\n", "nomic-ai/CodeRankLLM\n", "HuggingFaceTB/SmolVLM-256M-Base\n", "BAAI/BGE-VL-MLLM-S1\n", "AryanLala/autonlp-Scientific_Title_Generator-34558227\n", "ayameRushia/bert-base-indonesian-1.5G-sentiment-analysis-smsa\n", "deepparag/Aeona\n", "monologg/kobert\n", "sentence-transformers/msmarco-bert-base-dot-v5\n", "witiko/mathberta\n", "naver-clova-ix/donut-base-finetuned-rvlcdip\n", "google/pegasus-x-large\n", "SCUT-DLVCLab/lilt-roberta-en-base\n", "LegionIntel/yurts-python-code-gen-30-sparse\n", "almanach/camembert-bio-base\n", "HuggingFaceM4/tiny-random-LlamaForCausalLM\n", "IlyaGusev/fred_t5_ru_turbo_alpaca\n", "kpyu/video-blip-opt-2.7b-ego4d\n", "TheBloke/BigTranslate-13B-GPTQ\n", "bardsai/finance-sentiment-zh-base\n", "TheBloke/OpenOrcaxOpenChat-Preview2-13B-GPTQ\n", "webbigdata/ALMA-7B-Ja-V2\n", "unsloth/llama-2-7b\n", "dynamofl/dynamo-8B-v0.1\n", "unsloth/gemma-2b-it-bnb-4bit\n", "M4-ai/tau-0.5B\n", "meetkai/functionary-medium-v2.4\n", "classla/multilingual-IPTC-news-topic-classifier\n", "FreedomIntelligence/LongLLaVA-53B-A13B\n", "xomad/gliner-model-merge-large-v1.0\n", "SuperAnnotate/ai-detector\n", "haoranxu/X-ALMA\n", "huihui-ai/Qwen2-VL-7B-Instruct-abliterated\n", "PleIAs/Pleias-1.2b-Preview\n", "prithivMLmods/QwQ-LCoT-7B-Instruct\n", "dartags/DanbotNL-2408-260M\n", "dangvantuan/sentence-camembert-base\n", "biu-nlp/f-coref\n", "biodatlab/whisper-th-medium-combined\n", "epfml/landmark-attention-llama7b-wdiff\n", "CyberPeace-Institute/SecureBERT-NER\n", "hfl/chinese-llama-2-1.3b\n", "FremyCompany/BioLORD-2023-M\n", "Aspik101/distil-whisper-large-v3-pl\n", "Felladrin/Minueza-32M-Base\n", "meetkai/functionary-small-v2.4\n", "internlm/internlm2-math-plus-mixtral8x22b\n", "karakuri-ai/karakuri-lm-8x7b-instruct-v0.1\n", "omni-research/Tarsier-34b\n", "RussRobin/SpatialBot-3B\n", "Vikhrmodels/Vikhr-Gemma-2B-instruct\n", "OuteAI/Lite-Oute-2-Mamba2Attn-250M-Instruct\n", "sail/Sailor2-8B-Chat\n", "NAMAA-Space/masrawy-english-to-egyptian-arabic-translator-v2.9\n", "SeaLLMs/SeaLLMs-Audio-7B\n", "unsloth/csm-1b\n", "MBZUAI-Paris/Nile-Chat-4B\n", "IlyaGusev/rubert_telegram_headlines\n", "IlyaGusev/rut5_base_sum_gazeta\n", "Musixmatch/umberto-commoncrawl-cased-v1\n", "bertin-project/bertin-gpt-j-6B\n", "Salesforce/codegen-16B-nl\n", "ZeyadAhmed/AraElectra-Arabic-SQuADv2-QA\n", "FinanceInc/auditor_sentiment_finetuned\n", "inkoziev/rugpt_chitchat\n", "dominguesm/legal-bert-ner-base-cased-ptbr\n", "inkoziev/sbert_pq\n", "MoritzLaurer/ernie-m-large-mnli-xnli\n", "argilla/alpaca-garbage-collector-multilingual\n", "sileod/mdeberta-v3-base-tasksource-nli\n", "crumb/gpt2023\n", "unikei/t5-base-split-and-rephrase\n", "patrickNLP/Graphix-3B\n", "FredZhang7/one-for-all-toxicity-v3\n", "CobraMamba/mamba-gpt-3b-v3\n", "Locutusque/gpt2-xl-conversational\n", "Xenova/donut-base-finetuned-docvqa\n", "NeverSleep/Mistral-11B-OmniMix-bf16\n", "TheBloke/OpenHermes-2-Mistral-7B-AWQ\n", "versae/whisper-large-v3\n", "swulling/bge-reranker-large-onnx-o4\n", "Finnish-NLP/whisper-large-finnish-v3\n", "khhuang/chart-to-table\n", "unsloth/gemma-7b-bnb-4bit\n", "BeaverLegacy/cream-phi-2-v0.2\n", "Xenova/grok-1-tokenizer\n", "DMetaSoul/Dmeta-embedding-zh-small\n", "somosnlp/GemmaColRAC-AeroNavigatorLLM-2b\n", "openbmb/MiniCPM-1B-sft-bf16\n", "squeeze-ai-lab/TinyAgent-ToolRAG\n", "migtissera/Tess-v2.5-Qwen2-72B\n", "aari1995/German_Semantic_V3\n", "PleIAs/Segmentext\n", "OpenGVLab/InternVL2-40B-AWQ\n", "E3-JSI/gliner-multi-pii-domains-v1\n", "RedHatAI/Mistral-Nemo-Instruct-2407-FP8\n", "stabilityai/ar-stablelm-2-chat\n", "pfnet/plamo-100b\n", "qingy2024/GRMR-2B-Instruct\n", "DeepMount00/Alireo-400m-instruct-v0.1\n", "efficientscaling/Z1-7B\n", "AndrewChar/model-QA-5-epoch-RU\n", "algolet/mt5-base-chinese-qg\n", "climatebert/distilroberta-base-climate-detector\n", "cross-encoder/nli-deberta-base\n", "huggingface-course/bert-finetuned-ner\n", "dangvantuan/CrossEncoder-camembert-large\n", "ibm-research/qcpg-sentences\n", "jjzha/esco-xlm-roberta-large\n", "qhduan/aquilachat-7b\n", "garage-bAInd/Platypus-30B\n", "OrdalieTech/Solon-embeddings-base-0.1\n", "cosimoiaia/Loquace-7B-Mistral\n", "Rijgersberg/GEITje-7B-chat-v2\n", "lxuechen/phi-2-dpo\n", "upskyy/kf-deberta-multitask\n", "DeepMount00/OCR_corrector\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat\n", "bullerwins/Codestral-22B-v0.1-hf\n", "mistral-community/Codestral-22B-v0.1\n", "lixin12345/chinese-medical-ner\n", "internlm/internlm2_5-20b\n", "pints-ai/1.5-Pints-2K-v0.1\n", "anthracite-org/magnum-v4-9b\n", "qingy2024/UwU-14B-Math-v0.2\n", "lmms-lab/Qwen2-VL-2B-GRPO-8k\n", "opensearch-project/opensearch-neural-sparse-encoding-multilingual-v1\n", "HoangHa/Pensez-v0.1-e5\n", "baichuan-inc/Baichuan-Audio-Instruct\n", "Menlo/Poseless-3B\n", "mispeech/r1-aqa\n", "Qwen/Qwen2.5-Omni-7B-AWQ\n", "qingy2024/GRMR-V3-G4B\n", "Narrativa/mT5-base-finetuned-tydiQA-question-generation\n", "clip-italian/clip-italian\n", "google/electra-large-discriminator\n", "linydub/bart-large-samsum\n", "marefa-nlp/marefa-mt-en-ar\n", "AAUBS/PatentSBERTa_V2\n", "apple/ane-distilbert-base-uncased-finetuned-sst-2-english\n", "climatebert/environmental-claims\n", "nickprock/sentence-bert-base-italian-xxl-uncased\n", "basel/ATTACK-BERT\n", "retrieva-jp/t5-xl\n", "setu4993/LEALLA-small\n", "fxmarty/tiny-doc-qa-vision-encoder-decoder\n", "NbAiLab/nb-whisper-small-beta\n", "TheBloke/WizardLM-7B-V1-0-Uncensored-SuperHOT-8K-GPTQ\n", "Gaivoronsky/ruGPT-3.5-13B-8bit\n", "lxyuan/span-marker-bert-base-multilingual-uncased-multinerd\n", "google/t5_11b_trueteacher_and_anli\n", "Pclanglais/Brahe\n", "webbigdata/ALMA-7B-Ja\n", "csdc-atl/dialogue-rewriter\n", "augmxnt/shisa-base-7b-v1\n", "eci-io/climategpt-7b\n", "llava-hf/vip-llava-7b-hf\n", "swap-uniba/LLaMAntino-2-chat-13b-hf-UltraChat-ITA\n", "llm-blender/PairRM-hf\n", "RUCKBReasoning/TableLLM-7b\n", "dreamgen/opus-v1-34b\n", "fblgit/UNA-ThePitbull-21.4B-v2\n", "DGurgurov/im2latex\n", "anthracite-org/magnum-v3-27b-kto\n", "freds0/distil-whisper-large-v3-ptbr\n", "openfoodfacts/nutrition-extractor\n", "kazars24/trocr-base-handwritten-ru\n", "SamsungSAILMontreal/ByteCraft\n", "onnx-community/gemma-3-1b-it-ONNX-GQA\n", "ReadyArt/The-Omega-Directive-M-8B-v1.0\n", "Qwen/Qwen3-235B-A22B-MLX-4bit\n", "Delta-Vector/Austral-24B-Winton\n", "knowledgator/gliner-x-small\n", "IlyaGusev/rubertconv_toxic_clf\n", "Kirili4ik/ruDialoGpt3-medium-finetuned-telegram\n", "Rifky/Indobert-QA\n", "ml6team/distilbart-tos-summarizer-tosdr\n", "somosnlp-hackathon-2022/paraphrase-spanish-distilroberta\n", "philschmid/BERT-Banking77\n", "chkla/parlbert-topic-german\n", "rufimelo/bert-large-portuguese-cased-sts\n", "consciousAI/question-answering-roberta-base-s-v2\n", "sid321axn/Bio_ClinicalBERT-finetuned-medicalcondition\n", "pythainlp/thainer-corpus-v2-base-model\n", "somosnlp-hackathon-2023/bertin-gpt-j-6B-es-finetuned-salpaca\n", "tomaarsen/span-marker-bert-base-fewnerd-fine-super\n", "NHNDQ/nllb-finetuned-ko2en\n", "Xenova/paraphrase-multilingual-MiniLM-L12-v2\n", "nicholasKluge/ToxiGuardrail\n", "Mirage-Studio/llama-gaan-2-7b-chat-hf-dutch\n", "ehsanaghaei/SecureBERT_Plus\n", "Yukang/LongAlpaca-7B\n", "vikp/layout_segmenter\n", "CallComply/Starling-LM-11B-alpha\n", "migtissera/Tess-34B-v1.4\n", "Zabihin/Symptom_to_Diagnosis\n", "migtissera/Tess-72B-v1.5b\n", "mpi-inno-comp/paecter\n", "somosnlp/gemma-FULL-RAC-Colombia\n", "hotchpotch/japanese-bge-reranker-v2-m3-v1\n", "rhaymison/phi-3-portuguese-tom-cat-4k-instruct\n", "TIGER-Lab/Mantis-8B-Idefics2\n", "retrieva-jp/bert-1.3b\n", "BeaverLegacy/Fook-Yi-34B-32K-v1\n", "SeaLLMs/SeaLLMs-v3-1.5B-Chat\n", "mlx-community/Mistral-Nemo-Instruct-2407-4bit\n", "utter-project/EuroFilter-v1\n", "Salesforce/xLAM-8x7b-r\n", "EVA-UNIT-01/EVA-Yi-1.5-9B-32K-V1\n", "Metin/Gemma-2-9b-it-TR-DPO-V1\n", "allura-org/MoE-Girl_400MA_1BT\n", "primeline/whisper-tiny-german-1224\n", "Aratako/sarashina2.1-1b-sft\n", "ai-sage/GigaChat-20B-A3B-base\n", "ibm-granite/granite-guardian-3.1-2b\n", "CYFRAGOVPL/PLLuM-8x7B-chat\n", "NAMAA-Space/gliner_arabic-v2.1\n", "Delta-Vector/Sol-Reaver-15B-Instruct\n", "Gen-Verse/ReasonFlux-Coder-14B\n", "yejunliang23/ShapeLLM-7B-omni\n", "ml6team/distilbert-base-german-cased-toxic-comments\n", "mrm8488/camembert2camembert_shared-finetuned-french-summarization\n", "nickmuchi/fb-bart-large-finetuned-trade-the-event-finance-summarizer\n", "pritamdeka/BioBert-PubMed200kRCT\n", "yikuan8/Clinical-BigBird\n", "doc2query/msmarco-chinese-mt5-base-v1\n", "FremyCompany/BioLORD-STAMB2-v1\n", "sagard21/python-code-explainer\n", "CATIE-AQ/QAmembert\n", "pruas/BENT-PubMedBERT-NER-Gene\n", "Maciel/T5Corrector-base-v2\n", "tomaarsen/span-marker-roberta-large-fewnerd-fine-super\n", "transformer3/H1-keywordextractor\n", "aglazkova/bart_finetuned_keyphrase_extraction\n", "Gregor/mblip-mt0-xl\n", "denaya/indoSBERT-large\n", "OpenAssistant/llama2-13b-megacode2-oasst\n", "SkunkworksAI/PlatyPhi-1.5B\n", "ESGBERT/EnvironmentalBERT-environmental\n", "TheBloke/Yi-34B-Chat-AWQ\n", "zgce/acsr-v2-yi34b-4bpw-hb6-exl2\n", "GAIR/Abel-7B-002\n", "nasa-impact/nasa-smd-ibm-st\n", "knowledgator/UTC-DeBERTa-large\n", "migtissera/Tess-34B-v1.5b\n", "mlx-community/CodeLlama-7b-Python-4bit-MLX\n", "aligner/aligner-7b-v1.0\n", "indischepartij/MiniCPM-3B-OpenHermes-2.5-v2\n", "QuixiAI/samantha-1.1-westlake-7b-laser\n", "visheratin/nllb-siglip-mrl-large\n", "tokyotech-llm/Swallow-MS-7b-instruct-v0.1\n", "LenguajeNaturalAI/leniachat-gemma-2b-v0\n", "suriya7/Gemma2B-Finetuned-Sql-Generator\n", "lytang/MiniCheck-Flan-T5-Large\n", "KevSun/Engessay_grading_ML\n", "knowledgator/gliclass-large-v1.0-init\n", "StyleDistance/styledistance\n", "ytu-ce-cosmos/turkish-base-bert-punctuation-correction\n", "migtissera/Trinity-2-Codestral-22B\n", "behbudiy/Mistral-7B-Instruct-Uz\n", "ai21labs/Jamba-tiny-dev\n", "IDEA-Research/ChatRex-7B\n", "onnx-community/OuteTTS-0.2-500M\n", "nllg/detikzify-v2-8b\n", "saheedniyi/YarnGPT-local\n", "Ihor/gliner-biomed-large-v1.0\n", "ritvik77/Medical_Doctor_AI_LoRA-Mistral-7B-Instruct_FullModel\n", "OpenSound/CapSpeech-models\n", "GeoGPT-Research-Project/GeoEmbedding\n", "annamodels/LGAI-Embedding-Preview\n", "IlyaGusev/rubertconv_toxic_editor\n", "lwachowiak/Metaphor-Detection-XLMR\n", "poom-sci/WangchanBERTa-finetuned-sentiment\n", "nickmuchi/sec-bert-finetuned-finance-classification\n", "morenolq/spotify-podcast-advertising-classification\n", "VietAI/vit5-large-vietnews-summarization\n", "Ammar-alhaj-ali/arabic-MARBERT-dialect-identification-city\n", "IDEA-CCNL/Erlangshen-DeBERTa-v2-710M-Chinese\n", "cardiffnlp/tweet-topic-latest-multi\n", "jinhybr/OCR-DocVQA-Donut\n", "Dizex/InstaFoodRoBERTa-NER\n", "TurkuNLP/gpt3-finnish-small\n", "Dzeniks/roberta-fact-check\n", "CATIE-AQ/QAmembert-large\n", "seara/rubert-tiny2-russian-emotion-detection-ru-go-emotions\n", "beomi/KoRWKV-1.5B\n", "TheBloke/robin-33B-v2-GPTQ\n", "FPHam/Free_Sydney_13b_GPTQ\n", "lxyuan/span-marker-bert-base-multilingual-cased-multinerd\n", "ai-forever/mGPT-1.3B-persian\n", "ipipan/silver-retriever-base-v1\n", "SiberiaSoft/SiberianFredT5-instructor\n", "TinyLlama/TinyLlama-1.1B-Chat-v0.2\n", "mostafaamiri/persian_llama_7b\n", "guishe/span-marker-generic-ner-v1-fewnerd-fine-super\n", "sdadas/mmlw-roberta-large\n", "Deepreneur/blue-lizard\n", "r1char9/rubert-base-cased-russian-sentiment\n", "rodrigo-pedro/gemma-2b-function-calling\n", "cnmoro/Mistral-7B-Portuguese\n", "kkatiz/thai-trocr-thaigov-v2\n", "somosnlp/gemma-FULL-RAC-Colombia_v2\n", "ermu2001/pllava-7b\n", "BarraHome/Mistroll-7B-v2.2\n", "DeepMount00/Minerva-3B-base-RAG\n", "fhswf/TrOCR_german_handwritten\n", "M4-ai/Hercules-5.0-Qwen2-1.5B\n", "jinaai/text-seg-lm-qwen2-0.5b-cot-topic-chunking\n", "Heralax/philosophy-mistral\n", "sdadas/stella-pl-retrieval\n", "HuggingFaceTB/finemath-classifier\n", "neulab/Pangea-7B-hf\n", "SultanR/SmolTulu-1.7b-Instruct\n", "unsloth/Pixtral-12B-2409-unsloth-bnb-4bit\n", "prithivMLmods/Radiology-Infer-Mini\n", "hooman650/MedQwen3B-Reasoner\n", "Vikhrmodels/Qwen2.5-7B-Instruct-Tool-Planning-v0.1\n", "declare-lab/nora\n", "prithivMLmods/coreOCR-7B-050325-preview\n", "Etherll/Mellum-4b-sft-rust\n", "SVECTOR-CORPORATION/Spec-Coder-4b-V1\n", "microsoft/GUI-Actor-Verifier-2B\n", "prithivMLmods/Camel-Doc-OCR-062825\n", "Narrativa/mbart-large-50-finetuned-opus-en-pt-translation\n", "s-nlp/bart-base-detox\n", "aubmindlab/bert-large-arabertv2\n", "bespin-global/klue-roberta-small-3i4k-intent-classification\n", "facebook/data2vec-text-base\n", "jonatasgrosman/wav2vec2-large-xlsr-53-french\n", "shahrukhx01/paraphrase-mpnet-base-v2-fuzzy-matcher\n", "IDEA-CCNL/Randeng-T5-784M\n", "pszemraj/grammar-synthesis-small\n", "daekeun-ml/ko-trocr-base-nsmc-news-chatbot\n", "BridgeTower/bridgetower-large-itm-mlm-itc\n", "Flova/omr_transformer\n", "Akajackson/donut_rus\n", "transformer3/keywordextractor\n", "amedvedev/bert-tiny-cognitive-bias\n", "aisquared/dlite-v2-1_5b\n", "zlsl/l_erotic_kink_chat\n", "Hum-Works/lodestone-base-4096-v1\n", "tomaarsen/span-marker-bert-base-uncased-keyphrase-inspec\n", "IlyaGusev/saiga_mistral_7b_merged\n", "vibhorag101/roberta-base-suicide-prediction-phr\n", "ecastera/eva-mistral-dolphin-7b-spanish\n", "knowledgator/UTC-DeBERTa-small\n", "swap-uniba/LLaMAntino-2-70b-hf-UltraChat-ITA\n", "aloobun/Reyna-Mini-1.8B-v0.2\n", "grammarly/spivavtor-large\n", "openthaigpt/openthaigpt-1.0.0-70b-chat\n", "Xenova/nanoLLaVA\n", "llava-hf/LLaVA-NeXT-Video-34B-hf\n", "AkshitaS/bhasha-embed-v0\n", "OuteAI/Lite-Oute-1-65M-Instruct\n", "THUdyh/Oryx-7B\n", "spow12/ChatWaifu_v2.0_22B\n", "allura-org/Teleut-7b\n", "altaidevorg/bge-m3-distill-8l\n", "ibm-granite/granite-guardian-3.2-5b\n", "sbintuitions/sarashina2-vision-8b\n", "artiwise-ai/modernbert-base-tr-uncased\n", "deepgrove/Bonsai\n", "Skywork/Skywork-R1V2-38B-AWQ\n", "arshiaafshani/arshGpt\n", "fixie-ai/ultravox-v0_6-qwen-3-32b\n", "9pinus/macbert-base-chinese-medical-collation\n", "dennlinger/bert-wiki-paragraphs\n", "pritamdeka/S-BioBert-snli-multinli-stsb\n", "raynardj/ner-disease-ncbi-bionlp-bc5cdr-pubmed\n", "ai-forever/rugpt2large\n", "sonoisa/sentence-bert-base-ja-mean-tokens\n", "bdotloh/distilbert-base-uncased-empathetic-dialogues-context\n", "timm/vit_base_patch16_clip_224.openai\n", "krlvi/sentence-t5-base-nlpl-code_search_net\n", "PM-AI/bi-encoder_msmarco_bert-base_german\n", "Salesforce/blip2-opt-2.7b-coco\n", "ClinicalNLP/SDOHv7\n", "sileod/deberta-v3-large-tasksource-rlhf-reward-model\n", "jianghc/medical_chatbot\n", "MilosKosRad/BioNER\n", "ZWK/InstructUIE\n", "Hnabil/t5-address-standardizer\n", "Locutusque/gpt2-large-medical\n", "mkaichristensen/echo-clip\n", "DunnBC22/opus-mt-zh-en-Chinese_to_English\n", "Writer/palmyra-20b-chat\n", "IDEA-CCNL/Ziya2-13B-Chat\n", "monsterapi/mistral_7b_WizardLMEvolInstruct70k\n", "monology/openinstruct-mistral-7b\n", "TheBloke/laser-dolphin-mixtral-2x7b-dpo-GPTQ\n", "qnguyen3/quan-1.8b-chat\n", "vilm/Mixsmol-4x400M-v0.1-epoch1\n", "dice-research/lola_v1\n", "m-a-p/CT-LLM-Base\n", "bmd1905/vietnamese-correction-v2\n", "vonjack/Phi-3-mini-4k-instruct-LLaMAfied\n", "aixsatoshi/Honyaku-13b\n", "softwareweaver/Twilight-Miqu-146B\n", "Vikhrmodels/it-5.3-fp16-32k\n", "migtissera/Tess-v2.5.2-Qwen2-72B\n", "Aratako/Oumuamua-7b-RP\n", "haoranxu/X-ALMA-13B-Pretrain\n", "unsloth/Mistral-Large-Instruct-2407-bnb-4bit\n", "BAAI/CCI3-HQ-Classifier\n", "zeta-alpha-ai/Zeta-Alpha-E5-Mistral\n", "leon-se/Aria-sequential_mlp-bnb_nf4\n", "Satori-reasoning/Satori-7B-Round2\n", "davanstrien/Smol-Hub-tldr\n", "knowledgator/gliclass-base-v2.0-rac-init\n", "mims-harvard/ToolRAG-T1-GTE-Qwen2-1.5B\n", "Jacobo/aristoBERTo\n", "alexyalunin/RuBioRoBERTa\n", "doc2query/all-t5-base-v1\n", "flaubert/flaubert_base_cased\n", "flax-community/gpt-neo-125M-code-clippy\n", "hyesunyun/update-summarization-bart-large-longformer\n", "sentence-transformers/paraphrase-albert-small-v2\n", "tscholak/3vnuv1vf\n", "w11wo/indonesian-roberta-base-posp-tagger\n", "efederici/sentence-bert-base\n", "hamzab/roberta-fake-news-classification\n", "amandakonet/climatebert-fact-checking\n", "zafercavdar/distilbert-base-turkish-cased-emotion\n", "FinanceInc/finbert-pretrain\n", "cardiffnlp/xlm-twitter-politics-sentiment\n", "megagonlabs/roberta-long-japanese\n", "krupper/text-complexity-classification\n", "clarin-pl/FastPDN\n", "alexandrainst/scandi-nli-large\n", "SinaLab/ArabicNER-Wojood\n", "AlexWortega/instruct_rugptlarge\n", "pythainlp/wangchanglm-7.5B-sft-enth\n", "rsonavane/distil-whisper-large-v2-8-ls\n", "YuxinJiang/lion-7b\n", "kyo-takano/open-calm-7b-8bit\n", "Joemgu/mlong-t5-large-sumstew\n", "Babelscape/mdeberta-v3-base-triplet-critic-xnli\n", "TheBloke/robin-13B-v2-GPTQ\n", "Xenova/multilingual-e5-small\n", "seeledu/Chinese-Llama-2-7B\n", "dfurman/Llama-2-13B-Instruct-v0.2\n", "flozi00/Llama-2-13b-german-assistant-v4\n", "ckandemir/solidity-generator\n", "TheBloke/LlongOrca-7B-16K-GPTQ\n", "TheBloke/TinyLlama-1.1B-Chat-v0.3-GPTQ\n", "latimar/Phind-Codellama-34B-v2-megacode-exl2\n", "TheBloke/CausalLM-14B-AWQ\n", "Lajavaness/sentence-camembert-large\n", "StephanAkkerman/FinTwitBERT\n", "abhinand/tamil-llama-7b-instruct-v0.1\n", "Trelis/Mistral-7B-Instruct-v0.1-Summarize-16k\n", "oguuzhansahin/bi-encoder-mnrl-dbmdz-bert-base-turkish-cased-margin_3.0-msmarco-tr-10k\n", "basic-go/FRED-T5-large-habr-summarizer\n", "Locutusque/Orca-2-13b-SFT-v6\n", "Infi-MM/infimm-zephyr\n", "AGBonnet/medinote-7b\n", "givyboy/phi-2-finetuned-mental-health-conversational\n", "g-ronimo/phi-2-OpenHermes-2.5\n", "ConvexAI/Luminex-34B-v0.2\n", "biodatlab/whisper-th-large-v3-combined\n", "mlx-community/quantized-gemma-2b-it\n", "lcw99/llama-3-8b-it-ko-chang\n", "raincandy-u/phillama-3.8b-v0.1\n", "SwastikM/bart-large-nl2sql\n", "M4-ai/Orca-2.0-Tau-1.8B\n", "eustlb/distil-large-v3-fr\n", "sapienzanlp/modello-italia-9b-bf16\n", "Omartificial-Intelligence-Space/Arabic-mpnet-base-all-nli-triplet\n", "sionic-ai/nllb-200-ko-gec-3.3B\n", "Menlo/llama3-s-2024-07-08\n", "llava-hf/llava-onevision-qwen2-72b-ov-hf\n", "knowledgator/Qwen-encoder-0.5B\n", "minishlab/M2V_base_output\n", "RedHatAI/pixtral-12b-FP8-dynamic\n", "FreedomIntelligence/Apollo-MoE-7B\n", "THUdyh/Insight-V-Reason\n", "qingy2024/NaturalLM-7B-Instruct\n", "6cf/QwQ-32B-Preview-IdeaWhiz-v1\n", "guoxy25/Ocean-OCR\n", "Blablablab/neurobiber\n", "TIGER-Lab/VLM2Vec-Qwen2VL-7B\n", "Kwaipilot/OASIS-code-embedding-1.5B\n", "burtenshaw/gemma-3-4b-thinking\n", "CraftJarvis/JarvisVLA-Qwen2-VL-7B\n", "Unbabel/M-Prometheus-14B\n", "OpenGVLab/InternVL3-1B-hf\n", "qwbu/univla-7b\n", "Multiverse4FM/Multiverse-32B\n", "allenai/GraspMolmo\n", "utter-project/EuroMoE-2.6B-A0.6B-Instruct-Preview\n", "RefalMachine/RuadaptQwen3-4B-Instruct\n", "IlyaGusev/rut5_base_headline_gen_telegram\n", "KoichiYasuoka/roberta-large-english-upos\n", "Salesforce/mixqg-base\n", "Shushant/biobert-v1.1-biomedicalQuestionAnswering\n", "cnicu/t5-small-booksum\n", "hyunwoongko/kobart\n", "lfcc/bert-portuguese-ner\n", "liam168/qa-roberta-base-chinese-extractive\n", "mrp/simcse-model-m-bert-thai-cased\n", "botisan-ai/mt5-translate-yue-zh\n", "yhavinga/gpt2-large-dutch\n", "somosnlp-hackathon-2022/electricidad-small-discriminator-finetuned-clasificacion-comentarios-suicidas\n", "smilegate-ai/kor_unsmile\n", "allenai/tk-instruct-3b-def-pos\n", "jonas/sdg_classifier_osdg\n", "t-bank-ai/response-toxicity-classifier-base\n", "Kiet/autotrain-resume_parser-1159242747\n", "DTAI-KULeuven/robbert-2022-dutch-base\n", "busecarik/berturk-sunlp-ner-turkish\n", "AnReu/math_pretrained_bert\n", "BlackKakapo/stsb-xlm-r-multilingual-ro\n", "Mihakram/AraT5-base-question-generation\n", "studio-ousia/luke-japanese-base-lite\n", "tsmatz/roberta_qa_japanese\n", "AlexWortega/rugpt-neo-1.3b\n", "nlp04/korean_sentiment_analysis_kcelectra\n", "imvladikon/sentence-transformers-alephbert\n", "somosnlp-hackathon-2023/bertin-gpt-j-6b-ner-es\n", "neverLife/nllb-200-distilled-600M-ja-zh\n", "agemagician/mlong-t5-tglobal-large\n", "DunnBC22/codebert-base-Malicious_URLs\n", "antoinelouis/biencoder-camembert-base-mmarcoFR\n", "partypress/partypress-multilingual\n", "codeparrot/starcoder-self-instruct\n", "d0rj/ru-mbart-large-summ\n", "SiberiaSoft/SiberianFRED-T5-XL\n", "dccuchile/patana-chilean-spanish-bert\n", "amazingvince/llama-2-16k-booksum\n", "Xenova/m2m100_418M\n", "indiejoseph/bert-base-cantonese\n", "patched-codes/patched-coder-34b\n", "jondurbin/airoboros-c34b-2.2.1\n", "jondurbin/airoboros-l2-70b-2.2.1\n", "isek-ai/LightNovel-Intro-RetNet-400M\n", "PORTULAN/albertina-1b5-portuguese-ptpt-encoder\n", "QizhiPei/biot5-base\n", "DopeorNope/COKAL-v1-70B\n", "OpenMEDLab/PULSE-20bv5\n", "meetkai/functionary-7b-v2-GGUF\n", "RedHatAI/Llama2-7b-chat-pruned50-quant-ds\n", "mlabonne/Beyonder-4x7b\n", "TomGrc/FusionNet_34Bx2_MoE\n", "unsloth/codellama-7b-bnb-4bit\n", "HIT-SCIR/huozi3\n", "TeeZee/DarkSapling-7B-v2.0\n", "SurfaceData/llava-v1.6-mistral-7b-sglang\n", "zstanjj/SlimPLM-Query-Rewriting\n", "MathGenie/MathGenie-InterLM-20B\n", "antoinelouis/colbertv2-camembert-L4-mmarcoFR\n", "alvanlii/distil-whisper-small-cantonese\n", "valpy/prompt-classification\n", "paulilioaica/MixtureOfPhi3\n", "insilicomedicine/nach0_large\n", "google/xtr-base-multilingual\n", "MaziyarPanahi/calme-2.3-phi3-4b\n", "Mitsua/elan-mt-bt-en-ja\n", "XiaoduoAILab/Xmodel_LM\n", "OmnicromsBrain/NeuralStar_FusionWriter_4x7b\n", "aeonium/Aeonium-v1.1-Chat-4B\n", "Sergei6000/Qwen2-Audio-7B-Instruct-Int4\n", "grounded-ai/phi3.5-hallucination-judge\n", "xinchen-ai/Westlake-Omni\n", "Local-Novel-LLM-project/WabiSabi-V1\n", "webbigdata/gemma-2-2b-jpn-it-translate\n", "OU-Advacheck/deberta-v3-base-daigenc-mgt1a\n", "selimc/OrpoGemma-2-9B-TR\n", "NbAiLab/nb-whisper-large-distil-turbo-beta\n", "deepvk/plato-9b\n", "WueNLP/centurio_qwen\n", "OpenGVLab/InternVL2_5-78B-MPO-AWQ\n", "prithivMLmods/SmolLM2-CoT-360M\n", "xlangai/Aguvis-7B-720P\n", "SVECTOR-CORPORATION/Akshara-2B-Hindi\n", "mlx-community/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview-Q8\n", "mesolitica/Malaysian-whisper-large-v3-turbo-v3\n", "DeepGlint-AI/MLCD-Seg\n", "KandirResearch/CiSiMi-v0.1\n", "ReadyArt/Gaslit-Abomination-24B-v1.0\n", "OuteAI/OuteTTS-1.0-0.6B-ONNX\n", "tomaarsen/Qwen3-Embedding-0.6B-18-layers\n", "internlm/POLAR-1_8B\n", "Jiva/xlm-roberta-large-it-mnli\n", "JuliusAlphonso/distilbert-plutchik\n", "KoichiYasuoka/chinese-bert-wwm-ext-upos\n", "Modfiededition/t5-base-fine-tuned-on-jfleg\n", "Rakib/roberta-base-on-cuad\n", "byeongal/Ko-DialoGPT\n", "cointegrated/rut5-small-normalizer\n", "deepset/gbert-large-sts\n", "AgentPublic/dpr-question_encoder-fr_qa-camembert\n", "fabiod20/italian-legal-ner\n", "prithivida/informal_to_formal_styletransfer\n", "raynardj/keywords-cangtou-chinese-poetry\n", "sangrimlee/bert-base-multilingual-cased-nsmc\n", "somosnlp-hackathon-2022/es_text_neutralizer\n", "somosnlp-hackathon-2022/bertin-roberta-base-finetuning-esnli\n", "paulagarciaserrano/roberta-depression-detection\n", "BM-K/KoSimCSE-bert-multitask\n", "TimKond/S-PubMedBert-MedQuAD\n", "ml6team/keyphrase-extraction-kbir-openkp\n", "neeva/query2query\n", "thefrigidliquidation/nllb-jaen-1.3B-lightnovels\n", "OysterQAQ/ACGVoc2vec\n", "mrm8488/galactica-125m\n", "razhan/whisper-small-ckb\n", "tryolabs/long-t5-tglobal-base-blogpost-cqa-onnx\n", "abdalrahmanshahrour/auto-arabic-summarization\n", "JustinDu/BARTxiv\n", "anakin87/electra-italian-xxl-cased-squad-it\n", "deepvk/deberta-v1-base\n", "trl-internal-testing/tiny-random-LlamaForCausalLM\n", "lorenzoncina/whisper-medium-zh\n", "somosnlp-hackathon-2023/PAG-BERT\n", "silk-road/luotuo-bert\n", "malteos/bloom-6b4-clp-german-oasst-v0.1\n", "hananour/darija-ner\n", "gurgutan/ruGPT-13B-4bit\n", "NbAiLab/nb-whisper-large-beta\n", "TheBloke/llama2-22B-daydreamer-v2-GPTQ\n", "mlabonne/PyLlama-7b\n", "GAIR/Abel-70B-001\n", "google/seahorse-xxl-q1\n", "naufalihsan/indonesian-sbert-large\n", "gyr66/bert-base-chinese-finetuned-ner\n", "Xenova/trocr-small-handwritten\n", "iknow-lab/azou\n", "Systran/faster-whisper-tiny.en\n", "TheBloke/saiga_mistral_7b-GPTQ\n", "sunshine-lwt/Osprey-7b\n", "lightblue/karasu-7B-chat-plus-unleashed\n", "airesearch/WangchanLion7B\n", "hf-audio/wav2vec2-bert-CV16-en\n", "Isotonic/mdeberta-v3-base_finetuned_ai4privacy_v2\n", "protectai/distilroberta-base-rejection-v1\n", "Yehor/w2v-bert-uk\n", "Locutusque/Hercules-1.0-Mistral-7B\n", "TURKCELL/bert-offensive-lang-detection-tr\n", "TomGrc/FusionNet_34Bx2_MoE_v0.1\n", "PipableAI/pip-SQL-1B\n", "zhihan1996/DNABERT-S\n", "qantev/trocr-small-spanish\n", "capleaf/T-Llama\n", "itsmeussa/AdabTranslate-Darija\n", "manu/bge-fr-en\n", "ehristoforu/Gistral-16B\n", "kkatiz/THAI-BLIP-2\n", "hon9kon9ize/bert-large-cantonese\n", "llava-hf/LLaVA-NeXT-Video-7B-32K-hf\n", "google/gemma-2-9b-keras\n", "Lajavaness/bilingual-document-embedding\n", "deepvk/llava-gemma-2b-lora\n", "FreedomIntelligence/DiagnosisGPT-34B\n", "RUSpam/spam_deberta_v4\n", "onnx-community/gte-multilingual-reranker-base\n", "weblab-GENIAC/Tanuki-8B-vision\n", "KrithikV/MedMobile\n", "grimjim/Llama-3.1-SuperNova-Lite-lorabilterated-8B\n", "TechxGenus/CursorCore-QW2.5-7B\n", "hotchpotch/japanese-splade-base-v1\n", "di-zhang-fdu/OpenLongCoT-Base-Gemma2-2B\n", "TechxGenus/Typst-Coder-9B\n", "apple/aimv2-large-patch14-224-lit\n", "TIGER-Lab/VideoScore-v1.1\n", "aisingapore/Llama-SEA-LION-v3-8B-IT\n", "Johnson8187/Chinese-Emotion-Small\n", "PRIME-RL/EurusPRM-Stage2\n", "huihui-ai/SmallThinker-3B-Preview-abliterated\n", "infly/inf-o1-pi0\n", "Oriserve/Whisper-Hindi2Hinglish-Swift\n", "pankajmathur/orca_mini_phi-4\n", "Abdu-GH/AraRest-Arabic-Restaurant-Reviews-Sentiment-Analysis\n", "SebastianBodza/Kartoffel-1B-v0.3\n", "Imran1/QWEN2.5-32B-Translation\n", "Kangheng/Video-UTR-7b\n", "latishab/turnsense\n", "YuchengShi/LLaVA-v1.5-7B-Plant-Leaf-Diseases-Detection\n", "ytu-ce-cosmos/previous-token-prediction-turkish-gpt2-large\n", "Ishan0612/biobert-ner-disease-ncbi\n", "declare-lab/nora-long\n", "unsloth/Phi-4-mini-reasoning-unsloth-bnb-4bit\n", "soob3123/GrayLine-Gemma3-4B\n", "IDEA-Research/Rex-Thinker-GRPO-7B\n", "Darkknight535/Contrl-Stheno-v1-8B\n", "Sengil/ytu-bert-base-dissonance-tr\n", "qingy2024/GRMR-V3-Q4B\n", "Omartificial-Intelligence-Space/Semantic-Ar-Qwen-Embed-0.6B\n", "unsloth/Jan-nano\n", "fixie-ai/ultravox-v0_6-gemma-3-27b\n", "Gen-Verse/ReasonFlux-PRM-7B\n", "knowledgator/gliclass-base-v3.0\n", "nvidia/VideoITG-8B\n", "allura-org/MN-Lyrebird-12B\n", "allura-org/Koto-22B-PT\n", "liuwenhan/reasonrank-7B\n", "allenai/MolmoAct-7B-D-Pretrain-0812\n", "amphion/TaDiCodec-TTS-AR-Qwen2.5-0.5B\n", "Marvis-AI/marvis-tts-250m-v0.1-MLX-4bit\n", "Thunderbolt215215/ArtiMuse\n", "small-models-for-glam/iconclass-vlm\n", "codefuse-ai/F2LLM-1.7B\n", "unsloth/GLM-4.6\n", "inclusionAI/V2P-7B\n", "nezahatkorkmaz/turkce-embedding-bge-m3\n", "Vortex5/LunaMaid-12B\n", "jaeyong2/neutts-air-ko\n", "openbmb/InfLLM-V2-Short-Dense-Base\n", "pherber3/Qwen3-Omni-30B-A3B-Instruct-4bit-mlx\n", "Kwaipilot/HiPO-1.7B\n", "bytedance-research/ChatTS-8B\n", "facebook/metaclip-2-worldwide-s16\n", "DavidAU/Qwen2.5-1.5B-VibeThinker-heretic-uncensored-abliterated\n", "facebook/MobileLLM-R1.5-360M\n", "shisa-ai/shisa-v2.1-llama3.3-70b\n", "DavidAU/gemma-3-4b-it-heretic-uncensored-abliterated-Extreme\n", "OpenMOSE/Qwen3-VL-REAP-145B-A22B\n", "InternRobotics/G2VLM-2B-MoT\n", "opendatalab/TRivia-3B\n", "kyutai/CASA-Helium1-VL-2B\n", "utter-project/EuroMoE-2.6B-A0.6B-Instruct-2512\n", "GuminiResearch/Gumini-1.5B-Base\n", "coder3101/Qwen3-VL-32B-Thinking-heretic-v2\n", "nota-ai/Qwen3-30B-A3B-NotaMoEQuant-Int4\n", "aeon37/Llama-3.3-8B-Instruct-heretic\n", "Vortex5/MS3.2-24B-Penumbra-Aether\n", "distil-labs/distil-email-classifier\n", "Oxidane/tmr-ai-text-detector\n", "TheBritishLibrary/bl-books-genre\n", "HeyLucasLeao/gpt-neo-small-portuguese\n", "HooshvareLab/roberta-fa-zwnj-base\n", "Newtral/xlm-r-finetuned-toxic-political-tweets-es\n", "Salesforce/mixqg-3b\n", "ShreyaR/finetuned-roberta-depression\n", "cointegrated/roberta-large-cola-krishna2020\n", "hiiamsid/sentence_similarity_hindi\n", "huggingface-course/mt5-small-finetuned-amazon-en-es\n", "m3hrdadfi/gpt2-persian-qa\n", "moussaKam/barthez-orangesum-abstract\n", "mrm8488/longformer-base-4096-spanish-finetuned-squad\n", "mrsinghania/asr-question-detection\n", "mymusise/CPM-Generate-distill\n", "pritamdeka/S-Bluebert-snli-multinli-stsb\n", "sdadas/polish-roberta-large-v2\n", "vinai/bartpho-syllable\n", "yseop/distilbert-base-financial-relation-extraction\n", "oliverguhr/fullstop-punctuation-multilingual-base\n", "deepset/all-mpnet-base-v2-table\n", "edumunozsala/roberta_bne_sentiment_analysis_es\n", "BM-K/KoSimCSE-bert\n", "inkoziev/rugpt_interpreter\n", "cointegrated/rut5-base-labse-decoder\n", "naver-clova-ix/donut-proto\n", "kriton/greek-text-summarization\n", "pritamdeka/PubMedBERT-mnli-snli-scinli-scitail-mednli-stsb\n", "RJuro/SciNERTopic\n", "mabrouk/amazon-review-summarizer-bart\n", "binery/donut_receipt_v2.29\n", "piuba-bigdata/beto-contextualized-hate-speech\n", "snehalyelmati/mt5-hindi-to-english\n", "unstructuredio/donut-base-labelstudio-A1.0\n", "aixplain/NoRefER\n", "Kaludi/Reviews-Sentiment-Analysis\n", "badalsahani/text-classification-multi\n", "facebook/perturber\n", "maymuni/bert-base-turkish-cased-emotion-analysis\n", "lorenzoncina/whisper-medium-ru\n", "dariolopez/roberta-base-bne-finetuned-msmarco-qa-es-mnrl-mn\n", "ProdicusII/ZeroShotBioNER\n", "LarkAI/codet5p-770m_nl2sql_oig\n", "bowphs/PhilBerta\n", "PORTULAN/albertina-100m-portuguese-ptbr-encoder\n", "Monero/WizardLM-OpenAssistant-30b-Uncensored-4bit\n", "TheBloke/tulu-13B-GPTQ\n", "TheBloke/baichuan-llama-7B-GPTQ\n", "pongjin/roberta_with_kornli\n", "XinXuNLPer/MuseCoco_text2attribute\n", "minhtriphan/LongFinBERT-base\n", "mtheo/camembert-base-xnli\n", "kimdwan/t5-base-korean-summarize-LOGAN\n", "TheBloke/Nous-Hermes-Llama2-70B-GPTQ\n", "Xenova/mbart-large-50-many-to-many-mmt\n", "LeoLM/leo-hessianai-13b-chat-bilingual\n", "antoinelouis/crossencoder-camembert-base-mmarcoFR\n", "bardsai/finance-sentiment-fr-base\n", "TusharGoel/LayoutLM-Finetuned-DocVQA\n", "HiTZ/GoLLIE-13B\n", "cardiffnlp/twitter-roberta-large-emotion-latest\n", "Felladrin/onnx-TinyMistral-248M\n", "maywell/Synatra-42dot-1.3B\n", "Radiantloom/radiantloom-support-assist-7b\n", "Azure99/blossom-v3_1-yi-34b\n", "Locutusque/LocutusqueXFelladrin-TinyMistral248M-Instruct\n", "TheBloke/Nous-Hermes-2-Yi-34B-AWQ\n", "RedHatAI/Nous-Hermes-2-SOLAR-10.7B-pruned50-quant-ds\n", "TeeZee/Kyllene-57B-v1.0\n", "jondurbin/bagel-20b-v04-llama\n", "skypro1111/mbart-large-50-verbalization\n", "text-generation-inference/gemma-7b-it-medusa\n", "TechxGenus/starcoder2-15b-instruct\n", "centino00/darija-to-english\n", "NLPBada/kobart-chat-persona-extraction-v2\n", "alfredplpl/suzume-poc\n", "Locutusque/Hyperion-3.0-Yi-34B\n", "portugueseNLP/medialbertina_pt-pt_900m_NER\n", "M4-ai/Hercules-Mini-1.8B\n", "monsterapi/gemma-2b-lora-maths-orca-200k\n", "jondurbin/bagel-jamba-v05\n", "Chirayu/phi-2-mongodb\n", "BramVanroy/fietje-2-chat\n", "google/xtr-base-en\n", "interneuronai/it_support_ticket_classification_pegasus\n", "Vikhrmodels/it-5.2-fp16-cp\n", "MILVLG/Imp-v1.5-4B-Phi3\n", "AgentPublic/camembert-base-toxic-fr-user-prompts\n", "unsloth/Qwen2-1.5B-bnb-4bit\n", "myrkur/sentence-transformer-parsbert-fa\n", "Vikhrmodels/it-5.4-fp16-orpo-v2\n", "SicariusSicariiStuff/2B-ad\n", "agentlans/flan-t5-small-keywords\n", "Ray2333/GRM-gemma2-2B-rewardmodel-ft\n", "5CD-AI/ColVintern-1B-v1\n", "davanstrien/scandi-fine-web-cleaner\n", "TucanoBR/ViTucano-2b8-v1\n", "DavidCatalano/calme-3.2-instruct-78b-exl2\n", "yasserrmd/Coder-GRPO-3B\n", "GAIR/LIMR\n", "lmarena-ai/p2l-7b-grk-02222025\n", "retrieva-jp/amber-large\n", "RefalMachine/RuadaptQwen2.5-32B-QWQ-Beta\n", "waveletdeboshir/gigaam-rnnt\n", "DataPilot/ArrowNeo-AME-4x3B-v0.1-MoE\n", "prithivMLmods/Callisto-OCR3-2B-Instruct\n", "VARGPT-family/VARGPT-v1.1\n", "almanach/moderncamembert-base\n", "ICTNLP/SLED-TTS-Streaming-Libriheavy\n", "Tarek07/Aurora-Borealis-LLaMa-70B\n", "utter-project/EuroVLM-1.7B-Preview\n", "PinkPixel/Crystal-Think-V2\n", "merve/gemma-3n-finevideo\n", "RedHatAI/Qwen3-32B-NVFP4\n", "DeepPavlov/xlm-roberta-large-en-ru\n", "KoichiYasuoka/chinese-roberta-base-upos\n", "MMG/bert-base-spanish-wwm-cased-finetuned-spa-squad2-es-finetuned-sqac\n", "Muennighoff/SGPT-5.8B-weightedmean-nli-bitfit\n", "Narrativa/bsc_roberta2roberta_shared-spanish-finetuned-mlsum-summarization\n", "NikolajMunch/danish-emotion-classification\n", "Recognai/zeroshot_selectra_small\n", "addy88/programming-lang-identifier\n", "ainize/klue-bert-base-mrc\n", "beomi/korean-hatespeech-multilabel\n", "deepset/gbert-base-germandpr-reranking\n", "hakurei/lit-125M\n", "huggingface-course/marian-finetuned-kde4-en-to-fr\n", "gsarti/it5-base-news-summarization\n", "lighteternal/stsb-xlm-r-greek-transfer\n", "ml6team/robbert-dutch-base-toxic-comments\n", "mrm8488/t5-base-e2e-question-generation\n", "oskrmiguel/mt5-simplification-spanish\n", "pere/nb-nn-translation\n", "ricardo-filho/bert-base-portuguese-cased-nli-assin-2\n", "sayef/fsner-bert-base-uncased\n", "tdklab/hebert-finetuned-hebrew-squad\n", "mukayese/mt5-base-turkish-summarization\n", "s-nlp/Mutual_Implication_Score\n", "ml6team/keyphrase-generation-t5-small-inspec\n", "oliverguhr/fullstop-dutch-sonar-punctuation-prediction\n", "UHH-CI/GermanPolitical-Gelectra-base\n", "ccdv/lsg-bart-base-16384-pubmed\n", "emre/turkish-sentiment-analysis\n", "pszemraj/opt-350m-email-generation\n", "aspis/gpt2-genre-story-generation\n", "robinhad/ukrainian-qa\n", "nvidia/groupvit-gcc-yfcc\n", "Sehong/t5-large-QuestionGeneration\n", "NlpHUST/vi-word-segmentation\n", "bond005/wav2vec2-mbart50-ru\n", "abdalrahmanshahrour/arabartsummarization\n", "IDEA-CCNL/Erlangshen-BERT-120M-IE-Chinese\n", "arun-shankar/ChatGPT-Neo\n", "ethzanalytics/blip2-flan-t5-xl-sharded\n", "DeathReaper0965/gpt2-large-code-generator\n", "artemkramov/coref-ua\n", "egonrp/gpt2-wikiwriter-medium-portuguese\n", "IlyaGusev/rugpt_large_turbo_instructed\n", "cactusfriend/nightmare-invokeai-prompts\n", "danielizham/whisper-small-es\n", "TheBloke/open-llama-7b-open-instruct-GPTQ\n", "TheBloke/openchat_v2_w-GPTQ\n", "quantumaikr/llama-2-7b-chat-vicuna-hf-4bit\n", "ai-forever/FRED-T5-large-spell\n", "Pclanglais/Larth-Mistral\n", "LangAGI-Lab/DOCTOR\n", "Lajavaness/sentence-camembert-base\n", "Lajavaness/CrossEncoder-camembert-large\n", "elyza/ELYZA-japanese-CodeLlama-7b\n", "LoneStriker/airoboros-2.2.1-y34b-4.0bpw-h6-exl2\n", "protectai/xlm-roberta-base-language-detection-onnx\n", "denis-gordeev/rured2-ner-microsoft-mdeberta-v3-base\n", "rccmsu/ruadapt_saiga2_7b_v0.1\n", "UNIST-Eunchan/FLAN-T5-NLP-Paper-to-Question-Generation\n", "yard1/llama-2-7b-sql-lora-test\n", "TheBloke/meditron-70B-AWQ\n", "dicta-il/dictabert-ner\n", "TheBloke/medicine-LLM-13B-AWQ\n", "0x7o/nanoFialka-v1\n", "lrds-code/samba-1.1B\n", "Undi95/OpenDolphinMaid-4x7b\n", "NickyNicky/Mixtral-4x1.1B-TinyDolphin-2.8-1.1b_oasst2_chatML_Cluster\n", "seedboxai/KafkaLM-13B-German-V0.1\n", "willwade/t5-small-spoken-typo\n", "UKPLab/triple-encoders-dailydialog\n", "timpal0l/Mistral-7B-v0.1-flashback-v2-instruct\n", "aloobun/Reyna-CoT-4B-v0.1\n", "raphaelsty/neural-cherche-colbert\n", "openthaigpt/CLIPTextCamembertModelWithProjection\n", "Mit1208/UDOP-finetuned-DocLayNet\n", "aloobun/d-Qwen1.5-0.5B\n", "monsoon-nlp/protein-matryoshka-embeddings\n", "ilsp/Meltemi-7B-Instruct-v1-AWQ\n", "leeroo/LeerooDedicated-Math-7b\n", "OneGate/OGSQL-7B\n", "tomaarsen/xlm-roberta-base-multilingual-en-ar-fr-de-es-tr-it\n", "vaiv/GeM2-Llamion-14B-Base\n", "M4-ai/neural-chat-mini-v2.2-1.8B\n", "hplisiecki/polemo_intensity\n", "Xenova/Nemotron-4-340B-Instruct-Tokenizer\n", "Trendyol/tybert\n", "riotu-lab/ArabianGPT-1.5B\n", "ucsahin/TraVisionLM-Object-Detection-ft\n", "turing-motors/Heron-Idefics2-8B-v0.1\n", "knowledgator/gliner-llama-1B-v1.0\n", "biodatlab/distill-whisper-th-large-v3\n", "NAMAA-Space/Namaa-ARA-Reranker-V1\n", "beomi/EXAONE-3.5-2.4B-Instruct-Llamafied\n", "yibinlei/LENS-d8000\n", "Alfaxad/gemma2-2b-swahili-preview\n", "FiditeNemini/Qwen2.5-14B-DeepSeek-R1-1M-Uncensored\n", "Felladrin/Minueza-2-96M\n", "anakin87/qwen-scheduler-7b-grpo\n", "UNIVA-Bllossom/DeepSeek-qwen-Bllossom-32B\n", "ariG23498/gemma-3-4b-pt-object-detection\n", "yifanzhang114/R1-Reward\n", "YOYO-AI/YOYO-O1-14B-V2\n", "boltuix/RouteNER\n", "DeepPavlov/rudialogpt3_medium_based_on_gpt2_v2\n", "loubnabnl/santacoder-code-to-text\n", "somosnlp-hackathon-2023/roberta-base-bne-finetuned-suicide-es\n", "Lajavaness/sentence-flaubert-base\n", "Xenova/dbrx-instruct-tokenizer\n", "PORTULAN/serafim-900m-portuguese-pt-sentence-encoder-ir\n", "IntervitensInc/internlm2_5-20b-llamafied\n", "TucanoBR/Tucano-2b4\n", "amd/Instella-3B-Long-Instruct\n", "google-bert/bert-base-german-dbmdz-uncased\n", "mrm8488/spanish-t5-small-sqac-for-qa\n", "seidel/plsum-base-ptt5\n", "KoichiYasuoka/bert-base-russian-upos\n", "Aniemore/wavlm-emotion-russian-resd\n", "joelniklaus/legal-xlm-longformer-base\n", "SebastianBodza/DElefant\n", "pingzhili/chemberta-v2-finetuned-uspto-50k-classification\n", "philschmid/code-llama-7b-text-to-sql\n", "croissantllm/CroissantCool-v0.2\n", "allenai/OLMo-2-0325-32B-SFT\n", "BSC-LT/salamandra-7b-vision\n", "Helsinki-NLP/opus-tatoeba-fi-en\n", "flaubert/flaubert_base_uncased\n", "sdadas/polish-longformer-base-4096\n", "KoichiYasuoka/bert-base-slavic-cyrillic-upos\n", "Helsinki-NLP/opus-mt-tc-big-fr-en\n", "KoichiYasuoka/deberta-large-japanese-wikipedia\n", "dominguesm/positive-reframing-ptbr\n", "deepvk/bert-base-uncased\n", "nicholasKluge/Aira-2-portuguese-124M\n", "HuggingFaceM4/tiny-random-idefics\n", "TigerResearch/tigerbot-70b-base-v2\n", "sdadas/mmlw-roberta-base\n", "eunyounglee/GPT-NeoX-2.7B-Vietnamese-finetune\n", "kaist-ai/langbridge_encoder_tokenizer\n", "nintwentydo/Pixtral-Large-Instruct-2411\n", "efwkjn/whisper-ja-anime-v0.2\n", "KoichiYasuoka/roberta-base-thai-spm-upos\n", "KoichiYasuoka/roberta-large-japanese-aozora\n", "fgaim/tiroberta-pos\n", "sdadas/polish-longformer-large-4096\n", "KoichiYasuoka/bert-base-vietnamese-ud-goeswith\n", "DeepPavlov/bart-base-en-persona-chat\n", "tomaarsen/span-marker-xlm-roberta-large-verbs\n", "nicholasKluge/Aira-2-1B1\n", "brucethemoose/SUS-Bagel-200K-DARE-Test\n", "dipsivenkatesh/indibert_v2_sentimentanalysis_tamil\n", "manu/sentence_croissant_alpha_v0.2\n", "patched-codes/patched-mix-4x7B\n", "manu/sentence_croissant_alpha_v0.3\n", "riotu-lab/mushkil\n", "nbeerbower/Mahou-1.3-M1-mistral-7B\n", "aigcode/AIGCode-3B-7B-chat-v0.1\n", "alea-institute/kl3m-004-128k-cased-mlm\n", "minpeter/SmolLM2-135M-Instruct-chatml\n", "NYTK/sentiment-hts5-hubert-hungarian\n", "flax-community/Sinhala-gpt2\n", "m3hrdadfi/distilbert-zwnj-wnli-mean-tokens\n", "monologg/koelectra-base-v2-discriminator\n", "mrm8488/ViT2GPT-2-es\n", "KoichiYasuoka/bert-base-german-upos\n", "KoichiYasuoka/deberta-small-japanese-upos\n", "KoichiYasuoka/deberta-base-thai-ud-head\n", "Bingsu/bigbird_ko_base-tsdae-specialty_corpus\n", "Intel/roberta-base-squad2-int8-static-inc\n", "joelniklaus/legal-swiss-roberta-large\n", "mykor/gpt2-ko\n", "nicholasKluge/RewardModel\n", "Mizuiro-sakura/open-calm-large-finetuned-databricks-dolly\n", "Norod78/llama-hebrew-tokenizer-20k\n", "Davlan/oyo-t5-small\n", "pysentimiento/robertuito-base-uncased-emotion\n", "vgaraujov/bart-base-translation-es-en\n", "radlab/polish-gpt2-small-v2\n", "Helsinki-NLP/simple-finnish-gpt3-xl\n", "Xenova/tiny-random-PhiForCausalLM\n", "dheerajpai/indicner-oriya-finetuned\n", "beomi/llama-2-ko-7b-emb-dev\n", "allenai/gpt-neox-olmo-dolma-v1_5-digits\n", "nie3e/sentiment-polish-gpt2-small\n", "tamilnlpSLIIT/varta-t5-grammar-check-error-annotated\n", "benjamin/zett-hypernetwork-Meta-Llama-3-8B-experimental\n", "KoichiYasuoka/Llama-3-Swallow-8B-upos\n", "KoichiYasuoka/RakutenAI-7B-upos\n", "Downtown-Case/Tess-2.0-RPMerge-SlerpMerge\n", "Zuellni/dolphin-2.9.3-mistral-nemo-12b-5.0bpw-exl2\n", "ctranslate2-4you/distil-whisper-small.en-ct2-float32\n", "DrNicefellow/Rude-Assistant-Mistral-Nemo-2407-SFT\n", "Fsoft-AIC/XMAiNframe-base-7b\n", "WisdomShell/Shell-7B-Chat\n", "KoichiYasuoka/camembert-thai-base\n", "deepdml/whisper-medium-mix-pt\n", "utter-project/TowerSpeech\n", "sinequa/vectorizer.guava\n", "BAAI/Emu3-Gen-hf\n", "LSX-UniWue/LLaMmlein_1B_chat_sharegpt\n", "llm-jp/Dense-btx-code-expert-1.5B\n", "bclavie/ModernBERT-base-fineweb-edu-example\n", "bhavnicksm/dark-potion-base-150M\n", "RASMUS/AHMA-7B-RAG\n", "tomg-group-umd/huginn_swa_75_7_ema_0.9_merge\n", "Zuellni/YuE-s1-7B-anneal-en-cot-8.0bpw-h8-exl2\n", "allenai/dolma2-tokenizer-U10F0F0\n", "ZinengTang/tulip-tokenizer\n", "SinclairSchneider/german_politic_EuroBERT-210m\n", "fgaim/tiroberta-tiald-multi-task\n", "ShowMakerTAT/OLMo-1B-sft\n", "kxdw2580/DeepSeek-R1-0528-Qwen3-8B-Catgirl-0531-test-mix\n", "PlanTL-GOB-ES/roberta-large-bne\n", "Helsinki-NLP/opus-mt-en-ti\n", "Helsinki-NLP/opus-mt-es-it\n", "Helsinki-NLP/opus-mt-fi-tpi\n", "Helsinki-NLP/opus-mt-sv-fi\n", "Norod78/hebrew_stories-gpt_neo-small\n", "Rocketknight1/codeparrot-ds\n", "benjamin/roberta-large-wechsel-tamil\n", "dkleczek/Polish-Hate-Speech-Detection-Herbert-Large\n", "dkleczek/Polish_RoBERTa_v2_base_OPI\n", "dkleczek/papuGaPT2-finetuned-wierszyki\n", "espejelomar/beto-base-cased\n", "flax-community/gpt2-large-indonesian\n", "flax-community/roberta-base-thai\n", "huggingface-course/albert-tokenizer-without-normalizer\n", "huggingface-course/bert-base-uncased-tokenizer-without-normalizer\n", "m3hrdadfi/roberta-zwnj-wnli-mean-tokens\n", "mrm8488/squeezebert-finetuned-squadv1\n", "patrickvonplaten/norwegian-roberta-base\n", "pere/norwegian-roberta-base-highlr-512\n", "philschmid/Infinity_cpu_MiniLM_L6_H384_uncased_sst2\n", "MrBananaHuman/kogpt_medium_wiki\n", "patrickvonplaten/opt_gpt2_tokenizer\n", "KoichiYasuoka/roberta-small-coptic\n", "KoichiYasuoka/roberta-base-coptic\n", "KoichiYasuoka/deberta-small-coptic\n", "justheuristic/test-bloomd-350m\n", "Bingsu/ko_BBPE_tokenizer_bert\n", "Bingsu/ko_BBPE_tokenizer_roberta2\n", "saattrupdan/electra-small-qa-da\n", "eunyounglee/mbart_finetuned_dialect_translation_4\n", "KoichiYasuoka/roberta-base-latin-ud-goeswith\n", "thucdangvan020999/code-search-net-tokenizer\n", "NlpHUST/vit5-v1.1-base-1024\n", "ydshieh/tiny-random-YosoForTokenClassification\n", "daotc2/xlmr-qa-large\n", "dlicari/lsg16k-mbart-summarization-fanpage\n", "KoichiYasuoka/deberta-base-ainu\n", "KoichiYasuoka/roberta-base-ainu\n", "mrm8488/santacoder-finetuned-the-stack-shell\n", "Rocketknight1/tiny-random-clip-tf\n", "gogamza/codeparrot\n", "guymorlan/TokenizerLabeller\n", "beomi/KcRoBERTa-dev\n", "rosimeirecosta/roberta-base-cased-pt-ccorpus\n", "eunyounglee/kogpt_summary_0412\n", "lm4pt/bpe_pt\n", "mxalmeida/code-search-net-tokenizer\n", "ctu-aic/xlm-roberta-large-squad2-csfever_v2-f1\n", "Intel/albert-base-v2-MRPC-int8-inc\n", "sinequa/answer-finder.yuzu\n", "NbAiLabArchive/scream_duo_dropout_bpe_dropout\n", "germanjke/mpt-125m\n", "Scurgery/mygpt\n", "Rooshan/Alvaro-marian_finetuned_it_pt\n", "Norod78/gpt-j-hebrew-tokenizer\n", "PraveenJesu/whisper-small-zoomrx\n", "Rooshan/Alvaro-marian_finetuned_it_nb\n", "Xenova/kobert\n", "MaximTitarenkoUIT/PolyCoder-0.4B-finetuned-test\n", "d0rj/ruRoberta-distilled\n", "ZurabDz/BartGeoV2\n", "tgsc/BPE-tokenizer-32k-CLS-SEP-post\n", "andersonbcdefg/chiffon\n", "castorini/afriberta-dpr-pft-msmarco-ft-latin-mrtydi\n", "eduagarcia-temp/cnj_large_v1_2_dinkytrain__checkpoint_10_52000\n", "Mursel/redpj3B-lora-int8-alpaca\n", "iproskurina/zlata-tinystories\n", "tmnam20/test_pretrain_pipeline\n", "lightonai/alfred-0923-tokenizer\n", "Xenova/ipt-350m\n", "Kyrmasch/kaz-roberta-squad2-kaz\n", "Xenova/xlm-clm-enfr-1024\n", "Xenova/xlm-mlm-17-1280\n", "Xenova/xlm-mlm-100-1280\n", "Xenova/xlm-mlm-en-2048\n", "Xenova/xlm-mlm-enro-1024\n", "Xenova/xlm-mlm-tlm-xnli15-1024\n", "Xenova/opus-mt-ru-uk\n", "vladjr/ptt5-base-portuguese-vocab-finetuned-americanas-pt\n", "Xenova/blenderbot-400M-distill\n", "eunyounglee/GPT-Neo-1.3B-Vietnamese\n", "eunyounglee/GPT-NeoX-19M-Viet\n", "eduagarcia-temp/legal_base_v1_5__checkpoint_last\n", "eduagarcia-temp/ptcrawl_base_v1_5__checkpoint1\n", "kkuramitsu/kawagoe\n", "manu/tok_custom_refitted\n", "davda54/wiki-retrieval-patch-base\n", "sdadas/mmlw-retrieval-roberta-base\n", "ShinDC/codeparrot_dongchan\n", "tmnam20/videberta-base_1024\n", "nicholasKluge/Aira-OPT-125M\n", "slone/bert-small-from-nllb-200-raw\n", "tjake/llama2-7b-hf-jlama-Q4_0\n", "akahana/harry-potter-gpt2\n", "KoichiYasuoka/deberta-base-korean-upos\n", "jmassot/masked-lm-tpu\n", "MrBananaHuman/kogpt2_small_simple_qa\n", "seonglae/resrer-pegasus-x\n", "oddadmix/name-to-hex-ar\n", "pirxus/how2_pt_bpe8000_lcrm\n", "sanmaro6803/llama2-ko-7b-ds-qlora-sft-qi2\n", "thanhnew2001/wizardlm-7b-taipy16\n", "michaelbenayoun/gpt-neox-tiny-4layers-random\n", "BSC-LT/NextProcurement_pdfutils\n", "mahnerak/cl100k_base\n", "HaninZ/nllb-200-distilled-600M-dialect-msa\n", "khalidalt/arabic_bpe\n", "sanchit-gandhi/large-v3-32-2-conditioned-timestamped-unshuffled-bpe-dropout-resumed\n", "pszemraj/claude-tokenizer-mlm\n", "mysil/norbert3-small_debiased\n", "manu/sentence_mdebertav3_v0\n", "MR-Eder/gemma-2b-it-wiki-de-test-v2-vllm\n", "pminervini/gemma-7b_bs_1_lr_5e-05_collator_completion_gas_16_ms_1024_lrank_16_ws_256\n", "spow12/EEVE_ver_4.1_sft\n", "Utshav/Mixtral-8x22b-Instruct-finetuned\n", "pminervini/Llama-2-7b-hf_bs_2_lr_1e-04_collator_completion_gas_32_ms_1024_lrank_64_ws_32\n", "eunyounglee/Llama3-LLM2VEC-MNTP-Merged\n", "usvsnsp/pythia-410m-conditional-training-0.1\n", "llm-jp/llm-jp-tokenizer-v2.0-no-eod\n", "NickyNicky/paligemma-3b-mix-224_peft_dora_V0\n", "KoichiYasuoka/deberta-v3-base-japanese-ud-goeswith\n", "date3k2/mamba-text-classification\n", "AoiKazama/Kinoe-7B\n", "weblab-GENIAC/team_haijima_submit\n", "Hemanth-thunder/phi-3-mini-LoRA\n", "Hemanth-thunder/aimo-phi-3-mini\n", "TouchNight/HumanlikeRP\n", "numen-tech/Cat-Llama-3-70B-instruct-w3a16g40sym\n", "sail/scaling-vocab-3b-43k-overtrain\n", "LongshenOu/m2m_pt\n", "MaryamMaksour/arabic-english-tokenizer_2048\n", "Uphando-ng/naija-translate-base\n", "llm-jp/llm-jp-tokenizer-v3.0b1-add-bos-eos\n", "llm-jp/llm-jp-tokenizer-v3.0b1-add-eos\n", "llm-jp/llm-jp-tokenizer-v3.0b1-add-none\n", "llm-jp/llm-jp-tokenizer-v3.0b2-slow\n", "llm-jp/llm-jp-tokenizer-v2.2-add-bos\n", "akahana/albert-javanese\n", "kkuramitsu/chico-0.03b\n", "axolotl-ai-co/mistral-12b-tokenizer-chatml\n", "mgoin/nemotron-3-8b-chat-4k-sft-hf\n", "BEE-spoke-data/claude-tokenizer-forT5\n", "BEE-spoke-data/slimpajama_tok-48128-BPE-forT5\n", "team-hatakeyama-phase2/Tanuki-8B-base-v1.0\n", "hon9kon9ize/CantoneseLLMChat-v0.5-34b\n", "KoichiYasuoka/Xunzi-Qwen2-1.5B-ud-causal\n", "Kudod/vit5-ner-ghtk-cs-new-data-3090-25Aug-1\n", "riotu-lab/Aranizer-PBE-86k\n", "handsonbrain/whisper-ptbr-distil\n", "KoichiYasuoka/llm-jp-1.3b-upos\n", "KoichiYasuoka/karasu-1.1B-upos\n", "EdBerg/my-new-shiny-tokenizer\n", "KoichiYasuoka/rinna-gpt2-xsmall-japanese-ud-causal\n", "KoichiYasuoka/open-calm-small-ud-causal\n", "KoichiYasuoka/rinna-gpt-neox-small-japanese-ud-causal\n", "KoichiYasuoka/abeja-gpt2-large-japanese-ud-causal\n", "Pclanglais/SynthRag1\n", "KoichiYasuoka/goldfish-gpt2-japanese-5mb-ud-causal\n", "KoichiYasuoka/goldfish-gpt2-japanese-10mb-ud-causal\n", "KoichiYasuoka/goldfish-gpt2-japanese-100mb-ud-causal\n", "KoichiYasuoka/goldfish-gpt2-thai-ud-causal\n", "KoichiYasuoka/ltgbert-base-japanese-upos\n", "KoichiYasuoka/ltgbert-base-belarusian-upos\n", "CalamitousFelicitousness/magnum-v3-34b-tokfix-fp8-dynamic\n", "NaoS2/chico-0.06b-instruct-jcodealpaca-py\n", "BSC-LT/Flor-6.3B-Instruct\n", "wangrongsheng/Noah-0.04B-Chat\n", "tomaarsen/m2v-mxbai-embed-large-v1-distilled\n", "alea-institute/kl3m-001-32k\n", "pszemraj/sail-slimpajama-6B-32768-BPE-tokenizer\n", "antoinelouis/french-me5-small\n", "RefalMachine/ruadapt_qwen2.5_3B_darulm_bpe_128000_mean_init\n", "RefalMachine/ruadapt_qwen2.5_3B_darulm_unigram_128000_mean_init\n", "KoichiYasuoka/gpt2-base-japanese-upos\n", "KoichiYasuoka/rinna-gpt2-1b-japanese-ud-causal\n", "KoichiYasuoka/stockmark-gpt-neox-1.4b-japanese-ud-causal\n", "BEE-spoke-data/tFINE-680m-e32-d16-gqa-flan\n", "amd/dbrx-base-FP8-KV\n", "elianetamara/ms1-albertina-ptbr-900m\n", "mekjr1/llama3-ai-detector-v3-256maxlen-3ktrain\n", "ImranzamanML/arabert_finetuned_model\n", "debiao29/task-15-heegyu-WizardVicuna-open-llama-3b-v2\n", "ijohn07/french-english-gte-base\n", "alea-institute/kl3m-004-128k-uncased-mlm\n", "ScandLM/fw-classifier-no-70b\n", "KoichiYasuoka/gpt2-small-serbian-upos\n", "JoyboyBrian/Llama-3.2-1B-Instruct-Test\n", "LLMDH/pleias_350m_ocr\n", "KoichiYasuoka/modernbert-base-english-ud-triangular\n", "tarabukinivan/bc0ae467-4f1f-4b20-b19a-9f4ba4ea324c\n", "LLMDH/350m_treasoning_complete\n", "PierreMesure/kb-whisper-medium-ct2\n", "devngho/non-jamo-tokenizer-exp1-chatml\n", "devngho/jamo-tokenizer-exp1-chatml\n", "KoichiYasuoka/llm-jp-3-150m-ud-embeds\n", "pietrolesci/me850M_minipile_bpe32000minipile\n", "cerebras/Llama-3-CBHybridL-8B\n", "Neurora/opus-tatoeba-heb-eng\n", "KoichiYasuoka/modernbert-base-turkish-ud-embeds\n", "KoichiYasuoka/roberta-base-turkish-ud-goeswith\n", "KoichiYasuoka/llm-jp-modernbert-base-ud-embeds\n", "Dans-DiscountModels/Meta-Llama-3.1-70B-DanChat\n", "Pretrain-FBK-NLP/ModernBERT-large_AllDataSourcesClinical_0.0002_constant_512_paper\n", "Dans-DiscountModels/mistral-7b-v0.3-DanChat\n", "nev/GELU_4L512W_C4_Code\n", "Unlearning/pythia1.5_blocklist_filtered_wmdp_lie_o_shuffled\n", "Den4ikAI/faster-whisper-large-v2-no-digits-norm-punct\n", "rayonlabs/dfb55768-75b2-495b-a057-ba962922be13-b3c5313d6dfbfe16_dataset_json_X-Amz-Algorithm_AWS4-HMAC-SHA\n", "nicoboss/GigaChat-20B-A3B-instruct-v1.5-abliterated\n", "PlanTL-GOB-ES/gpt2-base-bne\n", "13178\n" ] } ], "source": [ "dedup_models = set()\n", "black_list = {}\n", "\n", "with open('data/models_to_search_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if model['id'] not in group_to_models:\n", " continue\n", "\n", " if model['id'] not in black_list:\n", " dedup_models.add(model['id'])\n", " else:\n", " print(model['id'])\n", "\n", " for model_name in group_to_models[model['id']]:\n", " if model_name not in dedup_models and model_name != model['id']:\n", " black_list[model_name] = model['id']\n", "\n", "print(len(black_list))" ] }, { "cell_type": "code", "execution_count": 47, "id": "6ca04a79", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'SGLang/DeepSeek-R1-NextN': 'deepseek-ai/DeepSeek-R1',\n", " 'unsloth/DeepSeek-R1-Zero': 'deepseek-ai/DeepSeek-R1',\n", " 'opensourcerelease/DeepSeek-R1-bf16': 'deepseek-ai/DeepSeek-R1',\n", " 'deepseek-ai/DeepSeek-R1-Zero': 'deepseek-ai/DeepSeek-R1',\n", " 'tngtech/DeepSeek-TNG-R1T2-Chimera': 'deepseek-ai/DeepSeek-R1',\n", " 'meituan/DeepSeek-R1-Channel-INT8': 'deepseek-ai/DeepSeek-R1',\n", " 'huihui-ai/Moonlight-16B-A3B-Instruct-abliterated': 'moonshotai/Kimi-K2.5',\n", " 'microsoft/MAI-DS-R1': 'deepseek-ai/DeepSeek-R1',\n", " 'deepseek-ai/DeepSeek-R1-0528': 'deepseek-ai/DeepSeek-R1',\n", " 'nvidia/DeepSeek-R1-NVFP4': 'deepseek-ai/DeepSeek-R1',\n", " 'tngtech/DeepSeek-R1T-Chimera': 'deepseek-ai/DeepSeek-R1',\n", " 'microsoft/MAI-DS-R1-FP8': 'deepseek-ai/DeepSeek-R1',\n", " 'unsloth/r1-1776': 'deepseek-ai/DeepSeek-R1',\n", " 'arcee-ai/DeepSeek-R1-bf16': 'deepseek-ai/DeepSeek-R1',\n", " 'meituan/DeepSeek-R1-Block-INT8': 'deepseek-ai/DeepSeek-R1',\n", " 'Xenova/LaMini-Flan-T5-783M': 'declare-lab/flan-alpaca-xl',\n", " 'gaussalgo/T5-LM-Large-text2sql-spider': 'MBZUAI/LaMini-Flan-T5-248M',\n", " 'Ateeqq/Text-Rewriter-Paraphraser': 'gokaygokay/Flux-Prompt-Enhance',\n", " 'EnglishVoice/t5-base-keywords-to-headline': 'google-t5/t5-base',\n", " 'kaist-ai/CoT-T5-3B': 'black-forest-labs/FLUX.1-dev',\n", " 'doc2query/msmarco-t5-base-v1': 'doc2query/all-t5-base-v1',\n", " 'facebook/tart-full-flan-t5-xl': 'black-forest-labs/FLUX.1-dev',\n", " 'ostris/OpenFLUX.1': 'black-forest-labs/FLUX.1-dev',\n", " 'Marqo/marqo-ecommerce-embeddings-B': 'Marqo/marqo-fashionSigLIP',\n", " 'Xenova/musicgen-small': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5-efficient-tiny': 'black-forest-labs/FLUX.1-dev',\n", " 'google/switch-base-32': 'facebook/musicgen-large',\n", " 'potsawee/t5-large-generation-race-QuestionAnswer': 'potsawee/t5-large-generation-squad-QuestionAnswer',\n", " 'prithivida/informal_to_formal_styletransfer': 'black-forest-labs/FLUX.1-dev',\n", " 'microsoft/udop-large': 'black-forest-labs/FLUX.1-dev',\n", " 'jinaai/jina-embedding-b-en-v1': 'facebook/musicgen-large',\n", " 'ai-forever/T5-large-spell': 'facebook/musicgen-large',\n", " 'tscholak/2e826ioa': 'tscholak/cxmefzzi',\n", " 'chentong00/propositionizer-wiki-flan-t5-large': 'black-forest-labs/FLUX.1-dev',\n", " 'IndexTeam/Index-anisora': 'sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2',\n", " 'Cipher-AI/Substitution-Cipher-Alphabet-Eng': 'black-forest-labs/FLUX.1-dev',\n", " 'bigscience/T0pp': 'black-forest-labs/FLUX.1-dev',\n", " 'Mozilla/smart-tab-topic': 'teapotai/teapotllm',\n", " 'ml6team/keyphrase-generation-t5-small-inspec': 'black-forest-labs/FLUX.1-dev',\n", " 'VisualCloze/VisualClozePipeline-384': 'black-forest-labs/FLUX.1-dev',\n", " 'abhitopia/question-answer-generation': 'black-forest-labs/FLUX.1-dev',\n", " 'Salesforce/instructblip-flan-t5-xxl': 'Salesforce/instructblip-flan-t5-xl',\n", " 'aiassociates/t5-small-grammar-correction-german': 'Hnabil/t5-address-standardizer',\n", " 'Xenova/t5-small': 'facebook/musicgen-large',\n", " 'Ateeqq/product-description-generator': 'gokaygokay/Flux-Prompt-Enhance',\n", " 'teapotai/teapotllm': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5_xxl_true_nli_mixture': 'facebook/musicgen-large',\n", " 'DeepFloyd/t5-v1_1-xxl': 'black-forest-labs/FLUX.1-dev',\n", " 'ZhangCheng/T5-Base-finetuned-for-Question-Generation': 'google-t5/t5-base',\n", " 'Modfiededition/t5-base-fine-tuned-on-jfleg': 'black-forest-labs/FLUX.1-dev',\n", " 'Mit1208/UDOP-finetuned-DocLayNet': 'black-forest-labs/FLUX.1-dev',\n", " 'zai-org/CogVideoX-2b': 'black-forest-labs/FLUX.1-dev',\n", " 'microsoft/udop-large-512-300k': 'black-forest-labs/FLUX.1-dev',\n", " 'deep-learning-analytics/automatic-title-generation': 'vennify/t5-base-grammar-correction',\n", " 'cssupport/t5-small-awesome-text-to-sql': 'black-forest-labs/FLUX.1-dev',\n", " 'google/flan-t5-xl': 'google/flan-t5-xxl',\n", " 'grammarly/coedit-large': 'black-forest-labs/FLUX.1-dev',\n", " 'black-forest-labs/FLUX.1-Kontext-dev': 'black-forest-labs/FLUX.1-dev',\n", " 'zer0int/CLIP-GmP-ViT-L-14': 'openai/clip-vit-large-patch14',\n", " 'sentence-transformers/gtr-t5-large': 'sentence-transformers/sentence-t5-base',\n", " 'grammarly/coedit-xl': 'declare-lab/flan-alpaca-xl',\n", " 'parler-tts/parler-tts-mini-jenny-30H': 'parler-tts/parler_tts_mini_v0.1',\n", " 'facebook/musicgen-stereo-melody': 'facebook/musicgen-melody',\n", " 'doc2query/all-t5-base-v1': 'black-forest-labs/FLUX.1-dev',\n", " 'hkunlp/instructor-base': 'hkunlp/instructor-large',\n", " 'facebook/musicgen-medium': 'facebook/musicgen-large',\n", " 'BeIR/query-gen-msmarco-t5-large-v1': 'black-forest-labs/FLUX.1-dev',\n", " 'unicamp-dl/InRanker-small': 'black-forest-labs/FLUX.1-dev',\n", " 'suriya7/t5-base-text-to-sql': 'willwade/t5-small-spoken-typo',\n", " 'google/switch-c-2048': 'facebook/musicgen-large',\n", " 'pszemraj/long-t5-tglobal-base-16384-book-summary': 'black-forest-labs/FLUX.1-dev',\n", " 'Marqo/marqo-ecommerce-embeddings-L': 'Marqo/marqo-fashionSigLIP',\n", " 'sentence-transformers/gtr-t5-xxl': 'sentence-transformers/sentence-t5-base',\n", " 'Xenova/t5-small-awesome-text-to-sql': 'parler-tts/parler_tts_mini_v0.1',\n", " 'microsoft/udop-large-512': 'black-forest-labs/FLUX.1-dev',\n", " 'Salesforce/blip2-flan-t5-xxl': 'black-forest-labs/FLUX.1-dev',\n", " 'apple/aimv2-large-patch14-224-lit': 'black-forest-labs/FLUX.1-dev',\n", " 'philschmid/t5-11b-sharded': 'google-t5/t5-base',\n", " 'tscholak/3vnuv1vf': 'black-forest-labs/FLUX.1-dev',\n", " 'Ateeqq/news-title-generator': 'Xenova/musicgen-small',\n", " 'akoksal/LongForm-T5-XL': 'black-forest-labs/FLUX.1-dev',\n", " 'agentlans/flan-t5-small-keywords': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5-efficient-mini': 'google/t5-efficient-xxl',\n", " 'ostris/Flex.2-preview': 'black-forest-labs/FLUX.1-dev',\n", " 'patrickjohncyh/fashion-clip': 'openai/clip-vit-base-patch32',\n", " 'google-t5/t5-small': 'google-t5/t5-base',\n", " 'wkcn/TinyCLIP-ViT-8M-16-Text-3M-YFCC15M': 'openai/clip-vit-base-patch32',\n", " 'black-forest-labs/FLUX.1-Depth-dev': 'black-forest-labs/FLUX.1-dev',\n", " 'Marqo/marqo-fashionSigLIP': 'black-forest-labs/FLUX.1-dev',\n", " 'thesephist/contra-bottleneck-t5-large-wikipedia': 'black-forest-labs/FLUX.1-dev',\n", " 'stabilityai/stable-diffusion-xl-base-1.0': 'black-forest-labs/FLUX.1-dev',\n", " 'stabilityai/stable-audio-open-1.0': 'black-forest-labs/FLUX.1-dev',\n", " 'allenai/macaw-answer-11b': 'black-forest-labs/FLUX.1-dev',\n", " 'briaai/BRIA-4B-Adapt': 'black-forest-labs/FLUX.1-dev',\n", " 'lodestones/Chroma': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5-efficient-xxl': 'black-forest-labs/FLUX.1-dev',\n", " 'declare-lab/flan-alpaca-gpt4-xl': 'declare-lab/flan-alpaca-xl',\n", " 'rajistics/informal_formal_style_transfer': 'prithivida/informal_to_formal_styletransfer',\n", " 'Falconsai/medical_summarization': 'Falconsai/text_summarization',\n", " 'Ateeqq/keywords-title-generator': 'gokaygokay/Flux-Prompt-Enhance',\n", " 'openai/clip-vit-large-patch14': 'black-forest-labs/FLUX.1-dev',\n", " 'facebook/musicgen-stereo-small': 'facebook/musicgen-stereo-large',\n", " 'Hnabil/t5-address-standardizer': 'black-forest-labs/FLUX.1-dev',\n", " 'parler-tts/parler-tts-large-v1': 'black-forest-labs/FLUX.1-dev',\n", " 'grammarly/coedit-xxl': 'grammarly/coedit-large',\n", " 'willwade/t5-small-spoken-typo': 'black-forest-labs/FLUX.1-dev',\n", " 'facebook/musicgen-melody-large': 'Xenova/musicgen-small',\n", " 'google/switch-large-128': 'facebook/musicgen-large',\n", " 'Shakker-Labs/AWPortrait-FL': 'black-forest-labs/FLUX.1-dev',\n", " 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'google/t5-efficient-base': 'google/t5-efficient-xxl',\n", " 'nakamoto-yama/t5-resume-generation': 'google-t5/t5-base',\n", " 'google/flan-t5-large': 'google/flan-t5-xxl',\n", " 'google/ul2': 'google/flan-ul2',\n", " 'MaRiOrOsSi/t5-base-finetuned-question-answering': 'black-forest-labs/FLUX.1-dev',\n", " 'google/switch-base-8': 'facebook/musicgen-large',\n", " 'sentence-transformers/sentence-t5-xl': 'sentence-transformers/sentence-t5-base',\n", " 'hku-nlp/instructor-base': 'hkunlp/instructor-large',\n", " 'cnicu/t5-small-booksum': 'black-forest-labs/FLUX.1-dev',\n", " 'Supiri/t5-base-conversation': 'vennify/t5-base-grammar-correction',\n", " 'sentence-transformers/gtr-t5-base': 'sentence-transformers/sentence-t5-base',\n", " 'a-r-r-o-w/LTX-Video-0.9.1-diffusers': 'black-forest-labs/FLUX.1-dev',\n", " 'facebook/musicgen-melody': 'black-forest-labs/FLUX.1-dev',\n", " 'black-forest-labs/FLUX.1-Canny-dev': 'black-forest-labs/FLUX.1-dev',\n", " 'Xenova/flan-t5-small': 'declare-lab/flan-alpaca-xl',\n", " 'black-forest-labs/FLUX.1-Fill-dev': 'black-forest-labs/FLUX.1-dev',\n", " 'insilicomedicine/nach0_large': 'black-forest-labs/FLUX.1-dev',\n", " 'ibm-research/qcpg-sentences': 'black-forest-labs/FLUX.1-dev',\n", " 'genmo/mochi-1-preview': 'black-forest-labs/FLUX.1-dev',\n", " 'Babelscape/t5-base-summarization-claim-extractor': 'black-forest-labs/FLUX.1-dev',\n", " 'black-forest-labs/FLUX.1-Krea-dev': 'black-forest-labs/FLUX.1-dev',\n", " 'allenai/tk-instruct-11b-def-pos': 'black-forest-labs/FLUX.1-dev',\n", " 'stacked-summaries/flan-t5-large-stacked-samsum-1024': 'declare-lab/flan-alpaca-xl',\n", " 'facebook/musicgen-stereo-medium': 'facebook/musicgen-stereo-large',\n", " 'allenai/tk-instruct-3b-def-pos': 'black-forest-labs/FLUX.1-dev',\n", " 'prithivida/grammar_error_correcter_v1': 'black-forest-labs/FLUX.1-dev',\n", " 'prhegde/t5-query-reformulation-RL': 'black-forest-labs/FLUX.1-dev',\n", " 'mrm8488/t5-base-e2e-question-generation': 'black-forest-labs/FLUX.1-dev',\n", " 'ramsrigouthamg/t5-large-paraphraser-diverse-high-quality': 'black-forest-labs/FLUX.1-dev',\n", " 'thesephist/contra-bottleneck-t5-base-wikipedia': 'black-forest-labs/FLUX.1-dev',\n", " 'city96/t5-v1_1-xxl-encoder-bf16': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5-xl-lm-adapt': 'google/t5-efficient-xxl',\n", " 'snrspeaks/KeyPhraseTransformer': 'google/t5_11b_trueteacher_and_anli',\n", " 'vennify/t5-base-grammar-correction': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5-xxl-lm-adapt': 'google/t5-efficient-xxl',\n", " 'DeepMount00/OCR_corrector': 'black-forest-labs/FLUX.1-dev',\n", " 'Salesforce/mixqg-base': 'black-forest-labs/FLUX.1-dev',\n", " 'thesephist/contra-bottleneck-t5-small-wikipedia': 'black-forest-labs/FLUX.1-dev',\n", " 'plguillou/t5-base-fr-sum-cnndm': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5-large-lm-adapt': 'google/t5-efficient-xxl',\n", " 'prithivida/parrot_paraphraser_on_T5': 'black-forest-labs/FLUX.1-dev',\n", " 'lodestones/Chroma1-HD': 'black-forest-labs/FLUX.1-dev',\n", " 'google/t5-efficient-large': 'google/t5-efficient-xxl',\n", " 'seonghyeonye/flipped_11B': 'black-forest-labs/FLUX.1-dev',\n", " 'castorini/doc2query-t5-base-msmarco': 'google-t5/t5-base',\n", " 'GAIR/rst-all-11b': 'google-t5/t5-base',\n", " 'UNIST-Eunchan/FLAN-T5-NLP-Paper-to-Question-Generation': 'black-forest-labs/FLUX.1-dev',\n", " 'stanfordnlp/SteamSHP-flan-t5-large': 'black-forest-labs/FLUX.1-dev',\n", " 'BAAI/EVA-CLIP-8B': 'google/owlvit-base-patch32',\n", " 'suayptalha/Translate-EN-to-TR': 'black-forest-labs/FLUX.1-dev',\n", " 'hakurei/waifu-diffusion': 'stabilityai/stable-diffusion-xl-base-1.0',\n", " 'google/owlvit-base-patch32': 'stabilityai/stable-diffusion-xl-base-1.0',\n", " 'google/owlv2-base-patch16-ensemble': 'google/owlvit-base-patch32',\n", " 'stabilityai/sdxl-turbo': 'stabilityai/stable-diffusion-xl-base-1.0',\n", " 'kleidialogo/bleta-8B-v0.5': 'meta-llama/Meta-Llama-3-8B',\n", " 'mlabonne/NeuralDaredevil-8B-abliterated': 'meta-llama/Meta-Llama-3-8B',\n", " 'VAGOsolutions/Llama-3-SauerkrautLM-70b-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'ICTNLP/Llama-3.1-8B-Omni': 'meta-llama/Meta-Llama-3-8B',\n", " 'Locutusque/Llama-3-Orca-1.0-8B': 'sethuiyer/Medichat-Llama3-8B',\n", " 'ISTA-DASLab/Meta-Llama-3-8B-Instruct-AQLM-2Bit-1x16': 'meta-llama/Meta-Llama-3-8B',\n", " 'nvidia/Llama-3_1-Nemotron-51B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.1-405B-FP8': 'meta-llama/Llama-3.1-8B',\n", " 'MLP-KTLim/llama-3-Korean-Bllossom-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'maldv/badger-writer-llama-3-8b': 'meta-llama/Meta-Llama-3-8B',\n", " 'tannedbum/L3-Nymeria-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'saheedniyi/Llama3-8b-Naija_v1': 'meta-llama/Meta-Llama-3-8B',\n", " 'JoyboyBrian/Llama-3.2-1B-Instruct-Test': 'meta-llama/Meta-Llama-3-8B',\n", " 'meetkai/functionary-medium-v3.1': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'aifeifei798/llama3-8B-DarkIdol-1.2': 'meta-llama/Meta-Llama-3-8B',\n", " 'RedHatAI/Meta-Llama-3-70B-Instruct-FP8': 'meta-llama/Meta-Llama-3-8B',\n", " 'nothingiisreal/L3-8B-Stheno-Horny-v3.3-32K': 'meta-llama/Meta-Llama-3-8B',\n", " 'Casual-Autopsy/L3-Uncen-Merger-Omelette-RP-v0.2-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-Guard-3-8B': 'ICTNLP/Llama-3.1-8B-Omni',\n", " 'prince-canuma/Llama-3-6B-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'Sao10K/L3-70B-Euryale-v2.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'Casual-Autopsy/Halu-L3-Stheno-BlackOasis-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'elyza/Llama-3-ELYZA-JP-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'tdrussell/Llama-3-70B-Instruct-Storywriter': 'meta-llama/Meta-Llama-3-8B',\n", " 'tannedbum/L3-Nymeria-Maid-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'jpacifico/French-Alpaca-Llama3-8B-Instruct-v1.0': 'bosonai/Higgs-Llama-3-70B',\n", " 'xxx777xxxASD/L3-SnowStorm-v1.15-4x8B-B': 'meta-llama/Meta-Llama-3-8B',\n", " 'OpenGVLab/InternVL2-Llama3-76B': 'meta-llama/Meta-Llama-3-8B',\n", " 'universalml/NepaliGPT': 'meta-llama/Meta-Llama-3-8B',\n", " 'ghost-x/ghost-8b-beta-1608': 'meta-llama/Meta-Llama-3-8B',\n", " 'maldv/badger-lambda-llama-3-8b': 'meta-llama/Meta-Llama-3-8B',\n", " 'Yudum/llama3-lora-turkish': 'meta-llama/Meta-Llama-3-8B',\n", " 'tokyotech-llm/Llama-3-Swallow-8B-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'ContactDoctor/Bio-Medical-Llama-3-8B-CoT-012025': 'meta-llama/Meta-Llama-3-8B',\n", " 'Sao10K/L3-8B-Niitama-v1': 'meta-llama/Meta-Llama-3-8B',\n", " 'BrewInteractive/fikri-3.1-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.2-90B-Vision': 'meta-llama/Llama-3.2-11B-Vision-Instruct',\n", " 'umarigan/LLama-3-8B-Instruction-tr': 'meta-llama/Meta-Llama-3-8B',\n", " 'NousResearch/Meta-Llama-3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'YBXL/Med-LLaMA3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'princeton-nlp/Llama-3-8B-ProLong-512k-Base': 'meta-llama/Meta-Llama-3-8B',\n", " 'pentagoniac/SEMIKONG-8b-GPTQ': 'meta-llama/Meta-Llama-3-8B',\n", " 'hfl/llama-3-chinese-8b-instruct-v3': 'meta-llama/Meta-Llama-3-8B',\n", " 'AIDC-AI/Ovis1.5-Llama3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'hfl/llama-3-chinese-8b-instruct-v2': 'meta-llama/Meta-Llama-3-8B',\n", " 'Dampfinchen/Llama-3-8B-Ultra-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'ytu-ce-cosmos/Turkish-Llama-8b-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.1-405B-Instruct': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'NousResearch/Meta-Llama-3-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'rasbt/llama-3.2-from-scratch': 'meta-llama/Meta-Llama-3-8B',\n", " 'xtuner/llava-llama-3-8b-v1_1-transformers': 'meta-llama/Meta-Llama-3-8B',\n", " 'failspy/Llama-3-8B-Instruct-abliterated': 'meta-llama/Meta-Llama-3-8B',\n", " 'nothingiisreal/L3-8B-Celeste-V1.2': 'meta-llama/Meta-Llama-3-8B',\n", " 'RochatAI/llama3-8B-cn-rochat-v1': 'meta-llama/Meta-Llama-3-8B',\n", " 'meetkai/functionary-small-v2.5-GGUF': 'meta-llama/Meta-Llama-3-8B',\n", " 'rombodawg/test_dataset_Codellama-3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'ruslandev/llama-3-8b-gpt-4o-ru1.0': 'meta-llama/Meta-Llama-3-8B',\n", " 'gbueno86/Cathallama-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'mlabonne/NeuralLlama-3-8B-Instruct-abliterated': 'meta-llama/Meta-Llama-3-8B',\n", " 'mzbac/llama-3-8B-Instruct-function-calling-v0.2': 'meta-llama/Meta-Llama-3-8B',\n", " 'AI-Sweden-Models/Llama-3-8B-instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'lllyasviel/omost-llama-3-8b': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.2-1B-Instruct': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'HF1BitLLM/Llama3-8B-1.58-100B-tokens': 'meta-llama/Meta-Llama-3-8B',\n", " 'numen-tech/Cat-Llama-3-70B-instruct-w3a16g40sym': 'meta-llama/Meta-Llama-3-8B',\n", " 'Metin/LLaMA-3-8B-Instruct-TR-DPO': 'meta-llama/Meta-Llama-3-8B',\n", " 'shenzhi-wang/Llama3-8B-Chinese-Chat': 'meta-llama/Meta-Llama-3-8B',\n", " 'turboderp/llama3-turbcat-instruct-8b': 'meta-llama/Meta-Llama-3-8B',\n", " 'Trendyol/Llama-3-Trendyol-LLM-8b-chat-v2.0': 'meta-llama/Meta-Llama-3-8B',\n", " 'microsoft/bitnet-b1.58-2B-4T': 'meta-llama/Meta-Llama-3-8B',\n", " 'RLHFlow/ArmoRM-Llama3-8B-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.1-70B-Instruct': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'ArliAI/Llama-3-8B-ArliAI-Formax-v1.0': 'meta-llama/Meta-Llama-3-8B',\n", " 'nbeerbower/llama-3-Daredevil-Mahou-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'saishf/Neural-SOVLish-Devil-8B-L3': 'meta-llama/Meta-Llama-3-8B',\n", " 'SinclairSchneider/german_politic_EuroBERT-210m': 'meta-llama/Meta-Llama-3-8B',\n", " 'aaditya/Llama3-OpenBioLLM-8B': 'aaditya/Llama3-OpenBioLLM-70B',\n", " 'bluuwhale/L3-SthenoMaidBlackroot-8B-V1': 'meta-llama/Meta-Llama-3-8B',\n", " 'fireworks-ai/llama-3-firefunction-v2': 'bosonai/Higgs-Llama-3-70B',\n", " 'DISLab/SummLlama3-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'instruction-pretrain/medicine-Llama3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'pentagoniac/SEMIKONG-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'DavidAU/L3-Dark-Planet-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meetkai/functionary-medium-v3.0': 'meta-llama/Meta-Llama-3-8B',\n", " 'astronomer/Llama-3-8B-Special-Tokens-Adjusted': 'meta-llama/Meta-Llama-3-8B',\n", " 'gradientai/Llama-3-8B-Instruct-Gradient-1048k': 'meta-llama/Meta-Llama-3-8B',\n", " 'aixsatoshi/Llama-3-8b-Cosmopedia-japanese': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.2-3B': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'sarvamai/shuka-1': 'meta-llama/Meta-Llama-3-8B',\n", " 'unsloth/llama-3-8b': 'meta-llama/Meta-Llama-3-8B',\n", " 'Casual-Autopsy/L3-Umbral-Mind-RP-v2.0-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'unsloth/llama-3-8b-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'jondurbin/airoboros-70b-3.3': 'meta-llama/Meta-Llama-3-8B',\n", " 'DreadPoor/Aspire-8B-model_stock': 'meta-llama/Meta-Llama-3-8B',\n", " 'tokyotech-llm/Llama-3-Swallow-70B-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'casperhansen/llama-3-70b-instruct-awq': 'bosonai/Higgs-Llama-3-70B',\n", " 'meetkai/functionary-small-v3.2': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'aisingapore/Llama-SEA-LION-v2-8B-IT': 'meta-llama/Meta-Llama-3-8B',\n", " 'nyunai/nyun-c1-llama3-62B': 'meta-llama/Meta-Llama-3-8B',\n", " 'kaitchup/Llama-3-8B-llm2vec-Emb': 'meta-llama/Meta-Llama-3-8B',\n", " 'Casual-Autopsy/L3-Deluxe-Scrambled-Eggs-On-Toast-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'Undi95/Meta-Llama-3-70B-Instruct-hf': 'meta-llama/Meta-Llama-3-8B',\n", " 'tesser-ai/Tesser-Llama-3-Ko-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'princeton-nlp/Llama-3-8B-ProLong-512k-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'invisietch/EtherealRainbow-v0.3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-Guard-3-8B-INT8': 'ICTNLP/Llama-3.1-8B-Omni',\n", " 'invisietch/EtherealRainbow-v0.2-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'FastVideo/FastHunyuan': 'meta-llama/Meta-Llama-3-8B',\n", " 'lordjia/Llama-3-Cantonese-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'VTSNLP/Llama3-ViettelSolutions-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Meta-Llama-3-70B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'MaziyarPanahi/Llama-3-8B-Instruct-64k': 'meta-llama/Meta-Llama-3-8B',\n", " 'brunopio/Llama3-8B-1.58-100B-tokens-GGUF': 'meta-llama/Meta-Llama-3-8B',\n", " 'bluuwhale/L3-SAO-MIX-8B-V1': 'meta-llama/Meta-Llama-3-8B',\n", " 'MohamedRashad/Arabic-Orpo-Llama-3-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'unsloth/llama-3-8b-bnb-4bit': 'meta-llama/Meta-Llama-3-8B',\n", " 'tomasonjo/text2cypher-demo-16bit': 'meta-llama/Meta-Llama-3-8B',\n", " 'saishf/SOVLish-Devil-8B-L3': 'meta-llama/Meta-Llama-3-8B',\n", " 'PrimeIntellect/INTELLECT-1': 'meta-llama/Meta-Llama-3-8B',\n", " 'aejion/AccVideo': 'meta-llama/Meta-Llama-3-8B',\n", " 'princeton-nlp/Llama-3-8B-ProLong-64k-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'ahmedsamirio/Egyptian-Arabic-Translator-Llama-3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'RedHatAI/Meta-Llama-3-8B-Instruct-FP8-KV': 'meta-llama/Meta-Llama-3-8B',\n", " 'saturated-labs/T-Rex-mini': 'meta-llama/Meta-Llama-3-8B',\n", " 'kakaocorp/kanana-nano-2.1b-base': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.1-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'Sao10K/L3-8B-Stheno-v3.2': 'meta-llama/Meta-Llama-3-8B',\n", " 'Undi95/Meta-Llama-3-8B-hf': 'meta-llama/Meta-Llama-3-8B',\n", " 'failspy/Llama-3-8B-Instruct-MopeyMule': 'meta-llama/Meta-Llama-3-8B',\n", " 'nyunai/nyun-c1-llama3-60B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.1-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'allganize/Llama-3-Alpha-Ko-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Meta-Llama-3-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'McGill-NLP/Llama-3-8B-Web': 'meta-llama/Meta-Llama-3-8B',\n", " 'unsloth/llama-3-70b-bnb-4bit': 'meta-llama/Meta-Llama-3-8B',\n", " 'Dans-DiscountModels/Meta-Llama-3.1-70B-DanChat': 'meta-llama/Meta-Llama-3-8B',\n", " 'LoneStriker/Meta-Llama-3-70B-Instruct-4.0bpw-h6-exl2': 'meta-llama/Meta-Llama-3-8B',\n", " 'mlabonne/ChimeraLlama-3-8B-v3': 'meta-llama/Meta-Llama-3-8B',\n", " 'yentinglin/Llama-3-Taiwan-70B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.1-405B': 'meta-llama/Llama-3.1-8B',\n", " 'deepseek-ai/DeepSeek-R1-Distill-Llama-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Meta-Llama-3-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'HPAI-BSC/Llama3-Aloe-8B-Alpha': 'meta-llama/Meta-Llama-3-8B',\n", " 'Undi95/Meta-Llama-3-8B-Instruct-hf': 'shenzhi-wang/Llama3-8B-Chinese-Chat',\n", " 'gradientai/Llama-3-8B-Instruct-Gradient-4194k': 'meta-llama/Meta-Llama-3-8B',\n", " 'NousResearch/Meta-Llama-3-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Meta-Llama-Guard-2-8B': 'shenzhi-wang/Llama3-8B-Chinese-Chat',\n", " 'benjamin/zett-hypernetwork-Meta-Llama-3-8B-experimental': 'meta-llama/Meta-Llama-3-8B',\n", " 'abacusai/Llama-3-Giraffe-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'KoichiYasuoka/Llama-3-Swallow-8B-upos': 'meta-llama/Meta-Llama-3-8B',\n", " 'DreadPoor/Aurora_faustus-8B-LINEAR': 'meta-llama/Meta-Llama-3-8B',\n", " 'curiositytech/MARS': 'meta-llama/Meta-Llama-3-8B',\n", " 'gradientai/Llama-3-70B-Instruct-Gradient-1048k': 'meta-llama/Meta-Llama-3-8B',\n", " 'mlabonne/ChimeraLlama-3-8B-v2': 'meta-llama/Meta-Llama-3-8B',\n", " 'adalbertojunior/Llama-3-8B-Dolphin-Portuguese-v0.3': 'meta-llama/Meta-Llama-3-8B',\n", " 'mlabonne/Meta-Llama-3-120B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'chujiezheng/Llama-3-Instruct-8B-SimPO-ExPO': 'meta-llama/Meta-Llama-3-8B',\n", " 'google/DiarizationLM-8b-Fisher-v2': 'meta-llama/Meta-Llama-3-8B',\n", " 'TIGER-Lab/Mantis-8B-siglip-llama3': 'meta-llama/Meta-Llama-3-8B',\n", " 'unsloth/llama-3-70b-Instruct-bnb-4bit': 'meta-llama/Meta-Llama-3-8B',\n", " 'rombodawg/Llama-3-8B-Instruct-Coder': 'meta-llama/Meta-Llama-3-8B',\n", " 'Hastagaras/Jamet-8B-L3-MK.V-Blackroot': 'meta-llama/Meta-Llama-3-8B',\n", " 'seedboxai/Llama-3-KafkaLM-8B-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-Guard-3-11B-Vision': 'meta-llama/Meta-Llama-3-8B',\n", " 'Casual-Autopsy/L3-Umbral-Mind-RP-v3.0-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'Kameshr/LLAMA-3-Quantized': 'meta-llama/Meta-Llama-3-8B',\n", " 'jspr/llama3-wordcel': 'meta-llama/Meta-Llama-3-8B',\n", " 'YiDuo1999/Llama-3-Physician-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'mzbac/llama-3-8B-Instruct-function-calling': 'meta-llama/Meta-Llama-3-8B',\n", " 'Nexusflow/Athene-RM-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'mekjr1/llama3-ai-detector-v3-256maxlen-3ktrain': 'meta-llama/Meta-Llama-3-8B',\n", " 'Nexusflow/Athene-RM-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'nyunai/nyun-c2-llama3-56B': 'meta-llama/Meta-Llama-3-8B',\n", " 'PatronusAI/Llama-3-Patronus-Lynx-8B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'Khetterman/CursedMatrix-8B-v9': 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'PrimeIntellect/INTELLECT-1-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'PatronusAI/Llama-3-Patronus-Lynx-70B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'a8cheng/SpatialRGPT-VILA1.5-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'v000000/L3-8B-Stheno-v3.2-abliterated': 'meta-llama/Meta-Llama-3-8B',\n", " 'ytu-ce-cosmos/Turkish-Llama-8b-Instruct-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.1-70B': 'meta-llama/Llama-3.1-8B',\n", " 'Sao10K/L3-8B-Lunaris-v1': 'meta-llama/Meta-Llama-3-8B',\n", " 'instruction-pretrain/finance-Llama3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'mirlab/AkaLlama-llama3-70b-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'KOCDIGITAL/Kocdigital-LLM-8b-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'Orion-zhen/Llama3-70B-Orion-Chinese': 'meta-llama/Meta-Llama-3-8B',\n", " 'ChaoticNeutrals/Poppy_Porpoise-1.30-L3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.2-11B-Vision-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'nvidia/Llama3-ChatQA-1.5-70B': 'shenzhi-wang/Llama3-8B-Chinese-Chat',\n", " 'starmpcc/Asclepius-Llama3-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'NousResearch/Meta-Llama-3.1-70B': 'meta-llama/Llama-3.1-8B',\n", " 'NousResearch/Meta-Llama-3.1-8B-Instruct': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'AXCXEPT/Llama-3-EZO-VLM-1': 'meta-llama/Meta-Llama-3-8B',\n", " 'microsoft/bitnet-b1.58-2B-4T-bf16': 'meta-llama/Meta-Llama-3-8B',\n", " 'Heralax/llama-3-llamilitary': 'meta-llama/Meta-Llama-3-8B',\n", " 'failspy/Meta-Llama-3-8B-Instruct-abliterated-v3': 'meta-llama/Meta-Llama-3-8B',\n", " 'bosonai/Higgs-Llama-3-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'ResplendentAI/Aurora_l3_8B': 'aaditya/Llama3-OpenBioLLM-70B',\n", " 'aaditya/Llama3-OpenBioLLM-70B': 'meta-llama/Meta-Llama-3-8B',\n", " 'hfl/llama-3-chinese-8b-lora': 'meta-llama/Meta-Llama-3-8B',\n", " 'Cas-Warehouse/Llama-3-Mopeyfied-Psychology-v2': 'meta-llama/Meta-Llama-3-8B',\n", " 'HuggingFaceTB/SmolLM3-3B': 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'swap-uniba/LLaMAntino-3-ANITA-8B-Inst-DPO-ITA': 'shenzhi-wang/Llama3-8B-Chinese-Chat',\n", " 'tannedbum/L3-Nymeria-v2-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'meta-llama/Llama-3.3-70B-Instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'aifeifei798/llama3-8B-DarkIdol-1.0': 'meta-llama/Meta-Llama-3-8B',\n", " 'SakanaAI/Llama-3-8B-Instruct-Coding-Expert': 'meta-llama/Meta-Llama-3-8B',\n", " 'gradientai/Llama-3-70B-Instruct-Gradient-262k': 'meta-llama/Meta-Llama-3-8B',\n", " 'YanweiLi/MGM-8B-HD': 'meta-llama/Meta-Llama-3-8B',\n", " 'kakaocorp/kanana-nano-2.1b-instruct': 'meta-llama/Meta-Llama-3-8B',\n", " 'Sao10K/L3-8B-Stheno-v3.3-32K': 'meta-llama/Meta-Llama-3-8B',\n", " 'ytu-ce-cosmos/Turkish-Llama-8b-DPO-v0.1': 'meta-llama/Meta-Llama-3-8B',\n", " 'BAAI/Bunny-v1_1-Llama-3-8B-V': 'meta-llama/Meta-Llama-3-8B',\n", " 'NCSOFT/Llama-3-OffsetBias-8B': 'meta-llama/Meta-Llama-3-8B',\n", " 'gradientai/Llama-3-70B-Instruct-Gradient-524k': 'meta-llama/Meta-Llama-3-8B',\n", " 'sesame/csm-1b': 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'NaniDAO/Meta-Llama-3.1-8B-Instruct-ablated-v1': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'aifeifei798/DarkIdol-Llama-3.1-8B-Instruct-1.1-Uncensored': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'NeverSleep/Lumimaid-v0.2-8B': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'unsloth/Meta-Llama-3.1-70B-Instruct-bnb-4bit': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'KingNish/Reasoning-Llama-3b-v0.1': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'xmadai/Llama-3.2-3B-Instruct-xMADai-INT4': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'Chainbase-Labs/Theia-Llama-3.1-8B-v1': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'varma007ut/Indian_Legal_Assitant': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'Sao10K/Llama-3.1-8B-Stheno-v3.4': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'Orenguteng/Llama-3.1-8B-Lexi-Uncensored': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'ms57rd/Llama-3.1-8B-quantized-EEG-TimeLLM': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'abacusai/Dracarys-Llama-3.1-70B-Instruct': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'ArliAI/Llama-3.3-70B-ArliAI-RPMax-v1.4': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'kingabzpro/Llama-3.1-8B-Instruct-Mental-Health-Classification': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'RLHFlow/Decision-Tree-Reward-Llama-3.1-8B': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'RedHatAI/Meta-Llama-3.1-70B-Instruct-FP8': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'SicariusSicariiStuff/Fiendish_LLAMA_3B': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'migtissera/Tess-3-Llama-3.1-405B': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'Snowflake/Llama-3.1-SwiftKV-8B-Instruct': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'kromeurus/L3.1-Aglow-Vulca-v0.1-8B': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'unsloth/Meta-Llama-3.1-405B-Instruct-bnb-4bit': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'mlabonne/BigLlama-3.1-1T-Instruct': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'ICTNLP/llava-mini-llama-3.1-8b': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'RedHatAI/Meta-Llama-3.1-405B-Instruct-quantized.w4a16': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'TsinghuaC3I/Llama-3.1-8B-UltraMedical': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'RedHatAI/Meta-Llama-3.1-70B-Instruct-FP8-dynamic': 'meta-llama/Llama-3.1-8B-Instruct',\n", " 'BELLE-2/Belle-whisper-large-v3-zh': 'openai/whisper-large-v3',\n", " 'AkitoP/whisper-large-v3-japense-phone_accent': 'openai/whisper-large-v3',\n", " 'deepdml/whisper-large-v3-turbo': 'openai/whisper-large-v3-turbo',\n", " 'zeynepgulhan/whisper-medium-mediaspeech-cv-tr': 'openai/whisper-large-v3',\n", " 'Crystalcareai/Whisper-Medicalv1': 'openai/whisper-large-v3',\n", " 'Systran/faster-whisper-large-v3': 'openai/whisper-large-v3',\n", " 'pierreguillou/whisper-medium-portuguese': 'openai/whisper-large-v3',\n", " 'primeline/whisper-tiny-german-1224': 'openai/whisper-large-v3',\n", " 'mikr/whisper-large-czech-cv11': 'openai/whisper-large-v3',\n", " 'jlondonobo/whisper-medium-pt': 'openai/whisper-large-v3',\n", " 'erax-ai/EraX-WoW-Turbo-V1.1-CT2': 'openai/whisper-large-v3',\n", " 'openai/whisper-tiny': 'openai/whisper-large-v2',\n", " 'arampacha/whisper-large-uk-2': 'openai/whisper-large-v3',\n", " 'xmzhu/whisper-small-zh': 'openai/whisper-large-v3',\n", " 'vumichien/whisper-large-v2-jp': 'openai/whisper-large-v3',\n", " 'openai/whisper-small': 'openai/whisper-large-v2',\n", " 'distil-whisper/distil-large-v3-ct2': 'openai/whisper-large-v3',\n", " 'mitchelldehaven/whisper-large-v2-ru': 'openai/whisper-large-v3',\n", " 'bofenghuang/whisper-large-v3-french': 'kotoba-tech/kotoba-whisper-v2.2',\n", " 'unsloth/whisper-large-v3': 'openai/whisper-large-v3',\n", " 'bofenghuang/whisper-medium-french': 'openai/whisper-large-v3',\n", " 'Jingmiao/whisper-small-chinese_base': 'openai/whisper-large-v3',\n", " 'openai/whisper-large-v2': 'openai/whisper-large-v3',\n", " 'litagin/anime-whisper': 'openai/whisper-large-v3',\n", " 'ghost613/whisper-large-v3-turbo-korean': 'openai/whisper-large-v3-turbo',\n", " 'MediaTek-Research/Breeze-ASR-25': 'openai/whisper-large-v2',\n", " 'sanchit-gandhi/large-v3-32-2-conditioned-timestamped-unshuffled-bpe-dropout-resumed': 'openai/whisper-large-v3',\n", " 'ivrit-ai/whisper-large-v3': 'openai/whisper-large-v3',\n", " 'onnx-community/whisper-large-v3-turbo': 'openai/whisper-large-v3',\n", " 'openai/whisper-large-v3-turbo': 'openai/whisper-large-v3',\n", " 'mhenrichsen/hviske': 'openai/whisper-large-v3',\n", " 'vasista22/whisper-hindi-large-v2': 'tarteel-ai/whisper-base-ar-quran',\n", " 'antony66/whisper-large-v3-russian': 'openai/whisper-large-v3',\n", " 'jonatasgrosman/whisper-large-zh-cv11': 'tarteel-ai/whisper-base-ar-quran',\n", " 'taesiri/whisper-small-fa-7': 'openai/whisper-large-v3',\n", " 'Systran/faster-distil-whisper-large-v3': 'openai/whisper-large-v3',\n", " 'simonl0909/whisper-large-v2-cantonese': 'openai/whisper-large-v3',\n", " 'PraveenJesu/whisper-small-zoomrx': 'openai/whisper-large-v3',\n", " 'tarteel-ai/whisper-base-ar-quran': 'openai/whisper-large-v3',\n", " 'vasista22/whisper-tamil-large-v2': 'openai/whisper-large-v3',\n", " 'emre/whisper-medium-turkish-2': 'openai/whisper-large-v3',\n", " 'nectec/Pathumma-whisper-th-large-v3': 'openai/whisper-large-v3',\n", " 'erax-ai/EraX-WoW-Turbo-V1.1': 'openai/whisper-large-v3',\n", " 'RedHatAI/whisper-large-v3-turbo-quantized.w4a16': 'openai/whisper-large-v3',\n", " 'Sunbird/asr-whisper-large-v3-salt': 'openai/whisper-large-v3',\n", " 'distil-whisper/distil-large-v2': 'openai/whisper-large-v2',\n", " 'dominguesm/whisper-tiny-pt': 'tarteel-ai/whisper-base-ar-quran',\n", " 'bofenghuang/whisper-large-v2-french': 'openai/whisper-large-v3',\n", " 'NbAiLabArchive/whisper-large-v2-nob': 'openai/whisper-large-v3',\n", " 'primeline/whisper-large-v3-german': 'openai/whisper-large-v3',\n", " 'jlondonobo/whisper-large-v2-pt': 'openai/whisper-large-v3',\n", " 'kotoba-tech/kotoba-whisper-bilingual-v1.0': 'openai/whisper-large-v3',\n", " 'NbAiLabArchive/scream_duo_dropout_bpe_dropout': 'openai/whisper-large-v2',\n", " 'vasista22/whisper-tamil-medium': 'openai/whisper-large-v3',\n", " 'vasista22/whisper-hindi-small': 'openai/whisper-large-v3',\n", " 'seastar105/whisper-medium-ko-zeroth': 'openai/whisper-large-v3',\n", " 'BELLE-2/Belle-whisper-large-v3-turbo-zh': 'openai/whisper-large-v3-turbo',\n", " 'nadsoft/hamsa-v0.1-beta': 'openai/whisper-large-v3',\n", " 'anuragshas/whisper-large-v2-bn': 'openai/whisper-large-v3',\n", " 'Apel-sin/whisper-large-v3-russian-ties-podlodka-v1.2': 'openai/whisper-large-v3',\n", " 'aiola/whisper-medusa-v1': 'openai/whisper-large-v3',\n", " 'ales/whisper-small-belarusian': 'openai/whisper-large-v3',\n", " 'alvanlii/whisper-small-cantonese': 'tarteel-ai/whisper-base-ar-quran',\n", " 'PierreMesure/kb-whisper-medium-ct2': 'openai/whisper-large-v3',\n", " 'primeline/whisper-tiny-german': 'primeline/whisper-tiny-german-1224',\n", " 'pluttodk/hviske-tiske': 'openai/whisper-large-v3',\n", " 'Jingmiao/whisper-small-zh_tw': 'openai/whisper-large-v3',\n", " 'vinai/PhoWhisper-large': 'openai/whisper-large-v2',\n", " 'mikr/whisper-large2-czech-cv11-v2': 'openai/whisper-large-v3',\n", " 'bofenghuang/whisper-small-cv11-french': 'openai/whisper-large-v3',\n", " 'Na0s/Medical-Whisper-Large-v3': 'openai/whisper-large-v3',\n", " 'syvai/hviske-v2': 'openai/whisper-large-v3',\n", " 'o0dimplz0o/Whisper-Large-v3-turbo-STT-Zeroth-KO-v2': 'openai/whisper-large-v3',\n", " 'Salama1429/KalemaTech-Arabic-STT-ASR-based-on-Whisper-Small': 'openai/whisper-large-v3',\n", " 'deepdml/whisper-medium-mix-pt': 'openai/whisper-large-v2',\n", " 'arbml/whisper-largev2-ar': 'openai/whisper-large-v3',\n", " 'onnx-community/whisper-large-v3-turbo_timestamped': 'distil-whisper/distil-large-v3.5',\n", " 'thennal/whisper-medium-ml': 'openai/whisper-large-v3',\n", " 'syvai/hviske-v3-conversation': 'openai/whisper-large-v3',\n", " 'bofenghuang/whisper-small-cv11-german': 'openai/whisper-large-v3',\n", " 'MohamedRashad/Arabic-Whisper-CodeSwitching-Edition': 'aiola/whisper-medusa-v1',\n", " 'BELLE-2/Belle-whisper-large-v3-zh-punct': 'openai/whisper-large-v3',\n", " 'Huan69/Belle-whisper-large-v3-zh-punct-fasterwhisper': 'openai/whisper-large-v3',\n", " 'jonatasgrosman/whisper-large-pt-cv11': 'openai/whisper-large-v3',\n", " 'guillaumekln/faster-whisper-large-v2': 'openai/whisper-large-v3',\n", " 'openai/whisper-large': 'openai/whisper-large-v2',\n", " 'yehiazak/whisper-largev3-medical': 'openai/whisper-large-v3',\n", " 'vasista22/whisper-telugu-large-v2': 'openai/whisper-large-v3',\n", " 'Xenova/whisper-large-v3': 'openai/whisper-large-v3',\n", " 'vumichien/whisper-medium-jp': 'openai/whisper-large-v3',\n", " 'vumichien/whisper-small-ja': 'openai/whisper-large-v3',\n", " 'OpenVINO/whisper-large-v3-int4-ov': 'khleeloo/whisper-large-v3-cantonese',\n", " 'vasista22/whisper-kannada-tiny': 'openai/whisper-large-v3',\n", " 'KBLab/kb-whisper-large': 'kotoba-tech/kotoba-whisper-v2.2',\n", " 'bababababooey/faster-whisper-large-v3': 'openai/whisper-large-v3',\n", " 'vumichien/whisper-large-v2-mix-jp': 'openai/whisper-large-v3',\n", " 'bond005/whisper-large-v3-ru-podlodka': 'openai/whisper-large-v3',\n", " 'bayartsogt/whisper-large-v2-mn-13': 'openai/whisper-large-v3',\n", " 'dvislobokov/faster-whisper-large-v3-turbo-russian': 'openai/whisper-large-v3',\n", " 'bofenghuang/whisper-large-v2-cv11-german': 'openai/whisper-large-v3',\n", " 'kotoba-tech/kotoba-whisper-v2.0': 'kotoba-tech/kotoba-whisper-v2.2',\n", " 'clu-ling/whisper-large-v2-japanese-5k-steps': 'openai/whisper-large-v3',\n", " 'tarteel-ai/whisper-tiny-ar-quran': 'openai/whisper-large-v3',\n", " 'distil-whisper/distil-large-v3': 'openai/whisper-large-v3',\n", " 'juancopi81/whisper-medium-es': 'openai/whisper-large-v3',\n", " 'pierreguillou/whisper-medium-french': 'openai/whisper-large-v3',\n", " 'smerchi/Arabic-Morocco-Speech_To_Text': 'openai/whisper-large-v3',\n", " 'whispy/whisper_italian': 'openai/whisper-large-v3',\n", " 'sanchit-gandhi/whisper-small-hi': 'openai/whisper-large-v3',\n", " 'primeline/whisper-large-v3-turbo-german': 'openai/whisper-large-v3',\n", " 'dvislobokov/whisper-large-v3-turbo-russian': 'openai/whisper-large-v3',\n", " 'bardsai/whisper-large-v2-pl-v2': 'openai/whisper-large-v3',\n", " 'selimc/whisper-large-v3-turbo-turkish': 'openai/whisper-large-v3-turbo',\n", " 'primeline/distil-whisper-large-v3-german': 'openai/whisper-large-v3',\n", " 'erax-ai/EraX-WoW-Turbo-V1.0': 'openai/whisper-large-v3',\n", " 'Respair/Hibiki_ASR_Phonemizer_v0.2': 'openai/whisper-large-v3',\n", " 'cahya/whisper-medium-id': 'openai/whisper-large-v3',\n", " 'xmzhu/whisper-tiny-zh': 'openai/whisper-large-v3',\n", " 'ivrit-ai/whisper-large-v3-turbo': 'openai/whisper-large-v3-turbo',\n", " 'ARTPARK-IISc/whisper-large-v3-vaani-hindi': 'openai/whisper-large-v3',\n", " 'CheshireCC/faster-whisper-large-v3-float32': 'openai/whisper-large-v3',\n", " 'Oriserve/Whisper-Hindi2Hinglish-Prime': 'khleeloo/whisper-large-v3-cantonese',\n", " 'gigant/whisper-medium-romanian': 'openai/whisper-large-v3',\n", " 'vasista22/whisper-telugu-base': 'openai/whisper-large-v3',\n", " 'JacobLinCool/whisper-large-v3-turbo-common_voice_19_0-zh-TW': 'openai/whisper-large-v3',\n", " 'biodatlab/whisper-th-medium-combined': 'openai/whisper-large-v2',\n", " 'Oriserve/Whisper-Hindi2Hinglish-Swift': 'openai/whisper-large-v3',\n", " 'Scrya/whisper-large-v2-cantonese': 'openai/whisper-large-v3',\n", " 'TheBloke/bloomz-176B-GPTQ': 'bigscience/bloom',\n", " 'bigscience/bloom-1b7': 'bigscience/bloom',\n", " 'microsoft/bloom-deepspeed-inference-int8': 'bigscience/bloom',\n", " 'bigscience/bloomz-p3': 'bigscience/bloom',\n", " 'Naseej/noon-7b': 'bigscience/bloom',\n", " 'justheuristic/test-bloomd-350m': 'bigscience/bloom',\n", " 'TurkuNLP/bloom-finnish-176b': 'bigscience/bloom',\n", " 'bigscience/bloomz-3b': 'bigscience/bloom',\n", " 'ckip-joint/bloom-1b1-zh': 'bigscience/bloom',\n", " 'ckip-joint/bloom-3b-zh': 'bigscience/bloom',\n", " 'bigscience/bloomz-560m': 'bigscience/bloom',\n", " 'bigscience/bloomz-mt': 'bigscience/bloom',\n", " 'bigscience/bloomz-7b1-p3': 'bigscience/bloom',\n", " 'BelleGroup/BELLE-7B-2M': 'bigscience/bloom',\n", " 'bigscience/bloomz': 'bigscience/bloom',\n", " 'BelleGroup/BELLE-7B-1M': 'bigscience/bloom',\n", " 'bigscience/bloom-560m': 'bigscience/bloom',\n", " 'bigscience/bloomz-1b1': 'bigscience/bloom',\n", " 'microsoft/bloom-deepspeed-inference-fp16': 'bigscience/bloom',\n", " 'bigscience/bloom-1b1': 'bigscience/bloom',\n", " 'bigscience/bloom-3b': 'bigscience/bloom',\n", " 'bigscience/bloom-7b1': 'bigscience/bloom',\n", " 'bigscience/bloomz-1b7': 'bigscience/bloom',\n", " 'bigscience/bloomz-7b1': 'bigscience/bloom',\n", " 'bigscience-catalogue-data-dev/byte-level-bpe-tokenizer-no-norm-250k-whitespace-and-eos-regex-alpha-v3-dedup-lines-articles': 'bigscience/bloom',\n", " 'bigscience/tokenizer': 'bigscience/bloom',\n", " 'Davlan/bloom-560m_am_continual-pretrain_10000samples': 'justheuristic/test-bloomd-350m',\n", " 'vilm/vietcuna-7b-v3': 'bigscience/bloom',\n", " 'bigscience/bloomz-7b1-mt': 'bigscience/bloom',\n", " 'SparseLLM/ReluLLaMA-70B': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'HridaAI/Hrida-T2SQL-3B-V0.1': 'flowaicom/Flow-Judge-v0.1',\n", " 'Neko-Institute-of-Science/metharme-7b': 'huggyllama/llama-7b',\n", " 'eachadea/legacy-vicuna-13b': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'TheBloke/GPT4All-13B-Snoozy-SuperHOT-8K-GPTQ': 'stabilityai/StableBeluga2',\n", " 'allenai/tulu-2-dpo-70b': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'BEE-spoke-data/smol_llama-101M-GQA': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'jerryjalapeno/nart-100k-7b': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'mrfakename/refusal': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'nsfwthrowitaway69/Venus-103b-v1.1': 'sophosympatheia/Midnight-Miqu-70B-v1.5',\n", " '4bit/WizardLM-7B-uncensored-GPTQ': 'QuixiAI/WizardLM-13B-Uncensored',\n", " 'jondurbin/airoboros-33b-gpt4': 'TheBloke/airoboros-13B-gpt4-1.4-GPTQ',\n", " 'Undi95/Unholy-v1-12L-13B': 'NousResearch/Nous-Hermes-Llama2-13b',\n", " 'garage-bAInd/Platypus2-70B': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'Monero/WizardLM-Uncensored-SuperCOT-StoryTelling-30b': 'QuixiAI/WizardLM-13B-Uncensored',\n", " 'BrainGPT/BrainGPT-7B-v0.1': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'QuixiAI/TinyDolphin-2.8.1-1.1b': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'TheBloke/Dolphin-Llama2-7B-GPTQ': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'Felladrin/Llama-68M-Chat-v1': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'daryl149/llama-2-7b-chat-hf': 'huggyllama/llama-7b',\n", " 'TheBloke/robin-33B-v2-GPTQ': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'Neko-Institute-of-Science/LLaMA-65B-4bit-128g': 'huggyllama/llama-7b',\n", " 'princeton-nlp/SWE-Llama-13b': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'stanford-oval/Llama-2-7b-WikiChat-fused': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'TheBloke/llava-v1.5-13B-GPTQ': 'meta-llama/Llama-2-7b-chat-hf',\n", " 'stabilityai/StableBeluga-7B': 'stabilityai/StableBeluga2',\n", " ...}" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "black_list" ] }, { "cell_type": "code", "execution_count": 53, "id": "f73a6fc7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "16983\n" ] } ], "source": [ "already_evaluated = set()\n", "for file in glob.glob('data/models_to_eval*'):\n", " with open(file, 'r') as f:\n", " if file.endswith('.txt'):\n", " for line in f:\n", " already_evaluated.add(line.strip())\n", " elif file.endswith('.jsonl'):\n", " for line in f:\n", " model = json.loads(line)\n", " already_evaluated.add(model['id'])\n", " elif file.endswith('.json'):\n", " data = json.load(f)\n", " for d in data:\n", " already_evaluated.add(d[0])\n", "\n", "print(len(already_evaluated))" ] }, { "cell_type": "code", "execution_count": 54, "id": "9519b92b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "179\n" ] } ], "source": [ "model_to_eval_list = []\n", "with open('data/models_to_search_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if model['id'] not in dedup_models:\n", " continue\n", " if model['id'] in processed_models:\n", " continue\n", " if model['id'] in already_evaluated:\n", " continue\n", " model_to_eval_list.append(model['id'])\n", "\n", "print(len(model_to_eval_list))" ] }, { "cell_type": "code", "execution_count": 55, "id": "4b6bdb2f", "metadata": {}, "outputs": [], "source": [ "with open('data/models_to_eval_2_1.txt', 'w') as f:\n", " for m in model_to_eval_list:\n", " f.write(m + '\\n')" ] }, { "cell_type": "markdown", "id": "ec8eeddf", "metadata": {}, "source": [ "# Portuguese" ] }, { "cell_type": "code", "execution_count": 66, "id": "fc4486db", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing models: 4it [00:00, 16.01it/s]\n", "Processing models: 481it [00:00, 1476.37it/s]\n", "Processing models: 68it [00:00, 331.78it/s]\n", "Processing models: 897it [00:00, 2186.48it/s]\n", "Processing models: 0it [00:00, ?it/s]\n", "Processing models: 897it [00:00, 2333.15it/s]\n", "Processing models: 2it [00:00, 10.48it/s]\n", "Processing models: 897it [00:00, 2540.16it/s]\n", "Processing models: 3it [00:00, 16.37it/s]\n", "Processing models: 897it [00:00, 1963.02it/s]\n", "Processing models: 0it [00:00, ?it/s]\n", "Processing models: 0it [00:00, ?it/s]\n", "Processing models: 3it [00:00, 16.54it/s]\n", "Processing models: 0it [00:00, ?it/s]\n", "Processing models: 0it [00:00, ?it/s]\n", "Processing models: 326it [00:00, 1182.31it/s]\n", "Processing models: 888it [00:00, 2202.54it/s]\n", "Processing models: 50it [00:00, 240.91it/s]\n", "Processing models: 888it [00:00, 2506.61it/s]\n", "Processing models: 934it [00:00, 1709.00it/s]\n" ] } ], "source": [ "already_seen_models = set()\n", "\n", "open(f'data/all_models_pt_2_2.jsonl', 'w').close()\n", "\n", "i=0\n", "for filter in ['ptbr', 'pt-br', 'pt-BR', 'pt_br', 'pt_BR', 'ptpt', 'pt_pt', 'pt-pt', 'pt_PT', 'pt-PT', 'portuguese', 'Portuguese', 'por']:\n", " models_iterator = api.list_models(filter=filter, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags'], sort='likes')\n", "\n", " with open(f'data/all_models_pt_2_2.jsonl', 'a') as f:\n", " for model in tqdm(models_iterator, desc='Processing models'):\n", " if model.id in already_seen_models:\n", " continue\n", " already_seen_models.add(model.id)\n", " f.write(json.dumps(model_to_dict(model), ensure_ascii=False) + '\\n')\n", "\n", " if i > 4 and len(filter) < 6:\n", " continue\n", " i += 1\n", " models_iterator = api.list_models(search=filter, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags'], sort='likes')\n", "\n", " with open(f'data/all_models_pt_2_2.jsonl', 'a') as f:\n", " for model in tqdm(models_iterator, desc='Processing models'):\n", " if model.id in already_seen_models:\n", " continue\n", " already_seen_models.add(model.id)\n", " f.write(json.dumps(model_to_dict(model), ensure_ascii=False) + '\\n')" ] }, { "cell_type": "code", "execution_count": 67, "id": "bc4a52ef", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 850/850 [00:00<00:00, 2678556.27it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 1950305.47it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 2833989.19it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 3016208.46it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 3003503.29it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 3013658.83it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 1811564.23it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 2696791.53it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 2467237.65it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 3060221.80it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 2829490.79it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 2238015.32it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 2345498.95it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 3102835.86it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 1991708.60it/s]\n", "100%|██████████| 850/850 [00:00<00:00, 2537479.29it/s]\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[67]\u001b[39m\u001b[32m, line 44\u001b[39m\n\u001b[32m 40\u001b[39m already_seen_models.add(model.id)\n\u001b[32m 41\u001b[39m f.write(json.dumps(model_to_dict(model), ensure_ascii=\u001b[38;5;28;01mFalse\u001b[39;00m) + \u001b[33m'\\n'\u001b[39m)\n\u001b[32m 42\u001b[39m \n\u001b[32m 43\u001b[39m time.sleep(\u001b[32m1\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m44\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m Exception \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m 45\u001b[39m print(e)\n\u001b[32m 46\u001b[39m time.sleep(\u001b[32m150\u001b[39m)\n\u001b[32m 47\u001b[39m \n", "\u001b[36mFile \u001b[39m\u001b[32m~/.local/share/uv/python/cpython-3.13.12-linux-x86_64-gnu/lib/python3.13/json/__init__.py:352\u001b[39m, in \u001b[36mloads\u001b[39m\u001b[34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[39m\n\u001b[32m 347\u001b[39m s = s.decode(detect_encoding(s), \u001b[33m'\u001b[39m\u001b[33msurrogatepass\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 349\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[32m 350\u001b[39m parse_int \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m parse_float \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[32m 351\u001b[39m parse_constant \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_pairs_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kw):\n\u001b[32m--> \u001b[39m\u001b[32m352\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_default_decoder\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 353\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 354\u001b[39m \u001b[38;5;28mcls\u001b[39m = JSONDecoder\n", "\u001b[36mFile \u001b[39m\u001b[32m~/.local/share/uv/python/cpython-3.13.12-linux-x86_64-gnu/lib/python3.13/json/decoder.py:345\u001b[39m, in \u001b[36mJSONDecoder.decode\u001b[39m\u001b[34m(self, s, _w)\u001b[39m\n\u001b[32m 340\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mdecode\u001b[39m(\u001b[38;5;28mself\u001b[39m, s, _w=WHITESPACE.match):\n\u001b[32m 341\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Return the Python representation of ``s`` (a ``str`` instance\u001b[39;00m\n\u001b[32m 342\u001b[39m \u001b[33;03m containing a JSON document).\u001b[39;00m\n\u001b[32m 343\u001b[39m \n\u001b[32m 344\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m345\u001b[39m obj, end = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mraw_decode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43midx\u001b[49m\u001b[43m=\u001b[49m\u001b[43m_w\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mend\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 346\u001b[39m end = _w(s, end).end()\n\u001b[32m 347\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m end != \u001b[38;5;28mlen\u001b[39m(s):\n", "\u001b[36mFile \u001b[39m\u001b[32m~/.local/share/uv/python/cpython-3.13.12-linux-x86_64-gnu/lib/python3.13/json/decoder.py:361\u001b[39m, in \u001b[36mJSONDecoder.raw_decode\u001b[39m\u001b[34m(self, s, idx)\u001b[39m\n\u001b[32m 352\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"Decode a JSON document from ``s`` (a ``str`` beginning with\u001b[39;00m\n\u001b[32m 353\u001b[39m \u001b[33;03ma JSON document) and return a 2-tuple of the Python\u001b[39;00m\n\u001b[32m 354\u001b[39m \u001b[33;03mrepresentation and the index in ``s`` where the document ended.\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 358\u001b[39m \n\u001b[32m 359\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 360\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m361\u001b[39m obj, end = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mscan_once\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43midx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 362\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[32m 363\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m JSONDecodeError(\u001b[33m\"\u001b[39m\u001b[33mExpecting value\u001b[39m\u001b[33m\"\u001b[39m, s, err.value) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n", "\u001b[31mKeyboardInterrupt\u001b[39m: " ] } ], "source": [ "import time\n", "count = 0\n", "while True:\n", " if count >= 7000:\n", " break\n", " try:\n", " authors = set()\n", "\n", " with open('data/all_models_pt_2_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if '/' in model['id']:\n", " authors.add(model['id'].split('/')[0])\n", "\n", " already_seen_authors = set()\n", " already_seen_models = set()\n", "\n", " if os.path.exists('data/all_models_pt_expanded_2.jsonl'):\n", " last_author = None\n", " with open('data/all_models_pt_expanded_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_seen_authors.add(model['id'].split('/')[0])\n", " last_author = model['id'].split('/')[0]\n", " already_seen_models.add(model['id'])\n", "\n", " already_seen_authors.remove(last_author)\n", "\n", " count = 0\n", " for author in tqdm(list(authors)):\n", " count += 1\n", " if author in already_seen_authors:\n", " continue\n", " models_iterator = api.list_models(author=author, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags'], sort='likes')\n", "\n", " with open(f'data/all_models_pt_expanded_2.jsonl', 'a') as f:\n", " for model in models_iterator:\n", " if model.id in already_seen_models:\n", " continue\n", " already_seen_models.add(model.id)\n", " f.write(json.dumps(model_to_dict(model), ensure_ascii=False) + '\\n')\n", " \n", " time.sleep(1)\n", " except Exception as e:\n", " print(e)\n", " time.sleep(150)\n", " " ] }, { "cell_type": "code", "execution_count": 69, "id": "16450c70", "metadata": {}, "outputs": [], "source": [ "authors = set()\n", "\n", "with open('data/all_models_pt_2_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if '/' in model['id']:\n", " authors.add(model['id'].split('/')[0])\n", "\n", "if os.path.exists('data/all_models_pt_expanded_2.jsonl'):\n", " with open('data/all_models_pt_expanded_2.jsonl', 'r') as f, open('data/all_models_pt_expanded_2_2.jsonl', 'w') as f_out:\n", " for line in f:\n", " model = json.loads(line)\n", " if '/' in model['id']:\n", " author = model['id'].split('/')[0]\n", " if author in authors:\n", " f_out.write(line)\n" ] }, { "cell_type": "code", "execution_count": 70, "id": "0570b893", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[('RichardErkhov', 10204), ('mlx-community', 4497), ('huggingtweets', 3828), ('facebook', 2314), ('rayonlabs', 2219), ('davidschulte', 1517), ('AnonymousCS', 1454), ('MaziyarPanahi', 1433), ('stewy33', 1397), ('jonatasgrosman', 1265), ('goldfish-models', 1154), ('arthurbittencourt', 1121), ('fats-fme', 1091), ('onnx-community', 1065), ('unsloth', 945), ('g-assismoraes', 783), ('csukuangfj', 754), ('nvidia', 735), ('HPLT', 671), ('espnet', 657), ('bartowski', 599), ('mrm8488', 584), ('SicariusSicariiStuff', 488), ('gsjang', 431), ('Trelis', 422), ('jordyvl', 420), ('ArtusDev', 392), ('KoichiYasuoka', 379), ('bunnycore', 367), ('EthanRhys', 354), ('Word2vec', 339), ('trongg', 337), ('zhuojing-huang', 316), ('introvoyz041', 294), ('chchen', 289), ('OpenVINO', 277), ('bradfordwoods8984867', 270), ('branague01', 258), ('Kudod', 255), ('flexitok', 250), ('nbeerbower', 242), ('sercetexam9', 231), ('artificialguybr', 227), ('kamel-usp', 220), ('Kuongan', 220), ('juliadollis', 214), ('Rodrigo1771', 213), ('Guilherme34', 212), ('huihui-ai', 208), ('Edens-Gate', 204), ('marcuscedricridia', 187), ('bullerwins', 177), ('jaycentg', 171), ('homersimpson', 170), ('Lambent', 153), ('iamalexcaspian', 153), ('gerbyk', 152), ('Alpha-Command-Intern', 151), ('castorini', 148), ('flax-community', 146), ('debiao29', 144), ('KnutJaegersberg', 142), ('mlabonne', 139), ('BRlkl', 130), ('poltextlab', 130), ('dima806', 129), ('speaches-ai', 127), ('qingy2024', 126), ('Jarbas', 125), ('jncraton', 125), ('ZMC2019', 120), ('garNER', 116), ('TeeZee', 115), ('Kaoeiri', 111), ('Goekdeniz-Guelmez', 109), ('osllmai-community', 105), ('brunopio', 101), ('brian-gordon', 97), ('m3hrdadfi', 95), ('Felladrin', 94), ('faridlazuarda', 93), ('lainlives', 93), ('LumiOpen', 88), ('nicoboss', 88), ('yasserrmd', 87), ('gghfez', 87), ('TIGER-Lab', 86), ('OpenVoiceOS', 86), ('mekjr1', 83), ('talzoomanzoo', 81), ('Locutusque', 80), ('alinerodrigues', 79), ('datalawyer', 79), ('cnmoro', 78), ('OPEA', 78), ('cgus', 77), ('Jellon', 76), ('ModelCloud', 75), ('tartuNLP', 75), ('eduagarcia-temp', 71), ('FrinzTheCoder', 70), ('clarin-pl', 67), ('BroBiao', 67), ('mozilla-ai', 67), ('Orion-zhen', 66), ('Tesslate', 65), ('tiagoblima', 63), ('Luciano', 62), ('matatonic', 61), ('saneowl', 59), ('cnfusion', 59), ('DeusImperator', 59), ('Ihor', 56), ('robertou2', 56), ('WiseIntelligence', 56), ('adalberto-temp', 55), ('lightblue', 55), ('prachuryyaIITG', 54), ('jhu-clsp', 53), ('lgris', 53), ('PeterLauLukCh', 52), ('EvgenyShivchenkoUIT', 52), ('JohnConnor123', 51), ('NikolayKozloff', 50), ('abdulmannan-01', 49), ('marcosremar2', 47), ('liaad', 46), ('justinj92', 45), ('beyoru', 44), ('recogna-nlp', 44), ('projetocnj', 44), ('airKlizz', 44), ('jiangchengchengNLP', 43), ('ssmits', 43), ('KaraKaraWitch', 42), ('sasa2000', 42), ('Xiaojian9992024', 42), ('Alissonerdx', 41), ('OpenPipe', 41), ('FluidInference', 41), ('TheStageAI', 41), ('BoscoTheDog', 41), ('yuriyvnv', 40), ('trollek', 40), ('danielpedrozo', 40), ('joelniklaus', 40), ('m-i', 39), ('climb-mao', 39), ('DevQuasar', 39), ('unicamp-dl', 39), ('Compumacy', 38), ('Volko76', 37), ('rfanucchi', 37), ('adalbertojunior', 36), ('nilc-nlp', 36), ('CohereLabs', 36), ('Diogo2303', 35), ('Madras1', 35), ('brunosdorneles', 34), ('lejonck', 34), ('Hariprasath28', 33), ('nicholasKluge', 33), ('MultiSynt', 33), ('jorgefg03', 32), ('CometsFeiyu', 32), ('sujayrittikar', 31), ('KaraKaraWarehouse', 31), ('explosion', 30), ('EasierAI', 30), ('ddh0', 29), ('FabioSantos', 29), ('petkopetkov', 29), ('vladjr', 29), ('turing552', 29), ('Polygl0t', 28), ('rawsh', 28), ('GuiTap', 28), ('Jackstarrealyt', 27), ('ricardo-filho', 27), ('BrianatCambridge', 27), ('oivlisnet', 27), ('fblgit', 27), ('ruanchaves', 26), ('infly', 26), ('KingNish', 26), ('ncls-p', 26), ('gustavokpc', 26), ('Mattimax', 26), ('jdqqjr', 26), ('stjiris', 26), ('FourOhFour', 25), ('UMUTeam', 25), ('lfhe', 25), ('Ellbendls', 25), ('obitobosna', 25), ('Mozilla', 25), ('doc2query', 25), ('iagoalves', 24), ('iara-project', 24), ('videosdk-live', 24), ('rufimelo', 24), ('Asthem', 23), ('Lubub', 23), ('Syed-Hasan-8503', 23), ('agokrani', 22), ('LyraNovaHeart', 22), ('tjake', 22), ('AdrienB134', 22), ('danhsf', 22), ('rhaymison', 22), ('t4gandhi', 21), ('PORTULAN', 21), ('amadeusai', 21), ('jeffmeloy', 21), ('OsakanaTeishoku', 21), ('dominguesm', 20), ('TheTsar1209', 20), ('saishshinde15', 20), ('Multilingual-Perspectivist-NLU', 20), ('pucpr', 20), ('Quest-AI', 19), ('mii-llm', 19), ('pthinc', 19), ('asif00', 19), ('MihaiPopa-1', 18), ('pierreguillou', 18), ('kimleang123', 18), ('moelanoby', 18), ('joaoalvarenga', 18), ('Kearm', 17), ('aariciah', 17), ('ellamind', 17), ('tarsssss', 17), ('alpha-ai', 17), ('Gapeleon', 17), ('LH6582', 17), ('mikethoue', 17), ('SamsungSAILMontreal', 17), ('SlerpE', 17), ('vozes-da-cabeca', 16), ('spinech', 16), ('wendys-llc', 16), ('VerboVision', 16), ('TobDeBer', 16), ('DebateLabKIT', 16), ('ibndias', 16), ('pucpr-br', 15), ('wolfram', 15), ('naifenn', 15), ('lfcc', 15), ('rafaelsandroni', 15), ('John1604', 14), ('llamafy', 14), ('VanessaSchenkel', 14), ('radm', 14), ('mughalk4', 14), ('ovedrive', 14), ('DeepGlint-AI', 14), ('inesctec', 13), ('kunal732', 13), ('victoremanuelgo', 13), ('vonjack', 13), ('BornSaint', 13), ('PatoFlamejanteTV', 13), ('feliphe-galiza', 13), ('Emova-ollm', 13), ('mykor', 13), ('kxdw2580', 13), ('Gramacho', 13), ('rdsmaia', 13), ('farpluto', 13), ('lMateusl', 13), ('Hazde', 12), ('GiordanoB', 12), ('leandroaraujodev', 12), ('vidhur2k', 12), ('felipergcpqd', 12), ('yuridrcosta', 12), ('osouza', 12), ('tgsc', 12), ('qwbu', 12), ('vzani', 12), ('lparisi', 12), ('nyuuzyou', 12), ('hyunw3', 12), ('shiromiya', 12), ('isismeira127', 12), ('TucanoBR', 12), ('traderpedroso', 11), ('tonyalves', 11), ('Yobenboben', 11), ('ulisesbravo', 11), ('DataSoul', 11), ('williamchangtw', 11), ('surya-ravindra', 11), ('Hack337', 11), ('ligoadriano', 11), ('akoksal', 11), ('botbotrobotics', 11), ('Edresson', 11), ('Jongsim', 11), ('princepride', 11), ('freds0', 10), ('sbrzz', 10), ('EtMmohammedHafsati', 10), ('jonasaise', 10), ('rlimonta', 10), ('joaomiranda27', 10), ('clem', 10), ('aryamtos', 10), ('BlossomsAI', 10), ('shreyasmeher', 10), ('Felipe2231', 10), ('pedrogarcias', 10), ('AndreasX1206', 10), ('bratao', 10), ('nenad1002', 10), ('cloudqi', 10), ('benjleite', 10), ('wzx111', 10), ('vabatista', 9), ('roaminwind', 9), ('Themasterkira', 9), ('MerantixMomentum', 9), ('Palu1006', 9), ('PamelaBorelli', 9), ('medtalkai', 9), ('Felipe1908', 9), ('duarteocarmo', 9), ('netoferraz', 9), ('CMLL', 9), ('belisards', 9), ('nthehai01', 9), ('illuin', 9), ('ReallyFloppyPenguin', 9), ('erickrribeiro', 9), ('AnikiFan', 9), ('alexandreacff', 9), ('HidekiK', 9), ('brandonyang', 9), ('thiagobarbosa', 8), ('OpenMeditron', 8), ('Apolo81', 8), ('chinmaydk99', 8), ('benjaminzwhite', 8), ('u1537782', 8), ('xande-p', 8), ('FpOliveira', 8), ('CarlosJefte', 8), ('pL-Community', 8), ('Geraldine', 8), ('wilsonmarciliojr', 8), ('MattosDev', 8), ('josu', 8), ('larimb', 8), ('pablo-chocobar', 8), ('Berly00', 8), ('GabrielxSpider', 8), ('lipaoMai', 8), ('aspis', 8), ('stupidity-ai', 8), ('vinidiol', 8), ('CaioXapelaum', 7), ('melll-uff', 7), ('qjyyy9782', 7), ('Riyuechang', 7), ('WaltonFuture', 7), ('rodrigomt', 7), ('anatal', 7), ('wilkertyl', 7), ('ikhou', 7), ('lucasflins', 7), ('jogambee', 7), ('Gustrd', 7), ('zhitels', 7), ('sachin', 7), ('jcfneto', 7), ('RodrigoLimaRFL', 7), ('nomadicsynth', 7), ('limajr', 7), ('lailamt', 7), ('xc2450', 7), ('Oburaco', 7), ('ubaitur5', 7), ('yaser-j', 7), ('Amanda', 7), ('winderfeld', 7), ('shuojiang', 7), ('alefiury', 6), ('YaroslavGor', 6), ('Gensyn', 6), ('renatai', 6), ('gabrielcsilva', 6), ('HenriqueLz', 6), ('pessini', 6), ('ZyKINvice', 6), ('vitus9988', 6), ('niltonseixas', 6), ('cabelo', 6), ('felipeanibal', 6), ('DeepRetrieval', 6), ('JonasOrso', 6), ('Bruno', 6), ('ApatheticWithoutTheA', 6), ('alfaneo', 6), ('RodrigoFardin', 6), ('anonymous12321', 6), ('Bi3LSFM', 6), ('aberry273', 6), ('douglasrolins', 6), ('hacer201145', 6), ('evolveon', 5), ('VirtuoTuring', 5), ('thegoodfellas', 5), ('nab1ee', 5), ('twm-opensource', 5), ('DGME', 5), ('Zeta-DGC', 5), ('carolina-c4ai', 5), ('tulas', 5), ('Rubens', 5), ('kcoopermiller', 5), ('Vkt', 5), ('JeffP111', 5), ('pedrogengo', 5), ('Veronyka', 5), ('ViniciusKhan', 5), ('JeronimoMendes', 5), ('neurocoder', 5), ('MOJO-CX', 5), ('Wanxai', 5), ('OldKingMeister', 5), ('rpeddu', 5), ('fabricioalmeida', 5), ('vlofgren', 5), ('ucrelnlp', 5), ('LucasSantiago257', 5), ('ezzaldeen', 5), ('ai-agi', 5), ('slowturtle', 5), ('IrvinTopi', 5), ('SliMM-X', 5), ('tiagoseca', 5), ('handsonbrain', 5), ('mamei16', 5), ('cis-lmu', 5), ('renneruan', 5), ('evertonaleixo', 5), ('rdsm', 4), ('projetomemoreba', 4), ('GuiILG', 4), ('Nos-PT', 4), ('ivosimoes', 4), ('gaianet', 4), ('LolipopBr69', 4), ('JJhooww', 4), ('Xtra-Computing', 4), ('HMonKY', 4), ('POWERHACK', 4), ('maria15034', 4), ('rmayormartins', 4), ('llmf', 4), ('briho789', 4), ('huakson', 4), ('elissoncardoso1', 4), ('portugueseNLP', 4), ('PtitLulu', 4), ('higopires', 4), ('johndelara', 4), ('heloisy', 4), ('Giuliano', 4), ('ArthurBaia', 4), ('vitateje', 4), ('smalinin', 4), ('Detecting-ai', 4), ('flavioegoncalves', 4), ('clecho52', 4), ('DiamondGotCat', 4), ('inesc-id', 4), ('haiFrHust', 4), ('brunolcb', 4), ('Kyokaibr', 4), ('HeyLucasLeao', 4), ('murilo22', 4), ('arubenruben', 4), ('pmfsl', 4), ('dougtrajano', 4), ('elianetamara', 4), ('yanH2003', 4), ('sagui-nlp', 4), ('eliasjacob', 4), ('Locon213', 4), ('RGarrido03', 4), ('cooperleong00', 4), ('chattoe', 4), ('sodonne6', 4), ('gabrielgmendonca', 4), ('BytedTsinghua-SIA', 4), ('Ethencam', 4), ('rafaelaraujo13', 4), ('oxyapi', 4), ('egonrp', 4), ('lisaterumi', 4), ('GGorman', 4), ('Mirelle', 3), ('eganwo', 3), ('alexia20816', 3), ('johnyis', 3), ('voidai-research', 3), ('kargaranamir', 3), ('ottema', 3), ('Aleksandr505', 3), ('Brianpuz', 3), ('spedrox-sac', 3), ('Sculptor-AI', 3), ('leonardozzy', 3), ('diogocarapito', 3), ('itman-inteli', 3), ('pratham0011', 3), ('yaobo2816', 3), ('vinimuchulski', 3), ('yokaiia', 3), ('mrkrak3n', 3), ('googlefan', 3), ('matheusrdgsf', 3), ('ocordeiro', 3), ('Venturus', 3), ('Paulitos', 3), ('rafacost', 3), ('sdesai', 3), ('id4thomas', 3), ('vfaria', 3), ('Tharyck', 3), ('legmlai', 3), ('313707021-TING', 3), ('DenioNG', 3), ('GSJL', 3), ('tiagobraga', 3), ('YiXin-AILab', 3), ('wanlige', 3), ('gui8600k', 3), ('AOSL7', 3), ('jmbrito', 3), ('VRxiaojie', 3), ('Gwangwoon', 3), ('manushya-ai', 3), ('AhmedLet', 3), ('marcelone', 3), ('CromIA', 3), ('CarlosGomes', 3), ('Superar', 3), ('VOCALINLP', 3), ('sthenno-com', 3), ('Guh010101', 3), ('DiegoVSulz', 3), ('AresAGI', 3), ('lrds-code', 3), ('luiseduardobrito', 3), ('whooray', 3), ('Lewdiculous', 3), ('dlb', 2), ('bricktop68', 2), ('samrfreitas', 2), ('CarusoVitor', 2), ('berchielli', 2), ('Anonymous3445', 2), ('rscardua', 2), ('neuralmind', 2), ('calebnwokocha', 2), ('OneGIS', 2), ('sizzlebop', 2), ('fabiopassos', 2), ('Ecrb', 2), ('marcusborela', 2), ('InTheSkyyy', 2), ('durgesh2050', 2), ('Cotum', 2), ('broad-midas', 2), ('InduwaraR', 2), ('f7lipe', 2), ('Tais', 2), ('marianaossilva', 2), ('otmarjr', 2), ('ClaudianoLeonardo', 2), ('xiezhe24', 2), ('gsvaz', 2), ('yoshidevs', 2), ('llmcompressor-quants', 2), ('wolfseul', 2), ('Alcoft', 2), ('giovanaPcarvalho', 2), ('Patzark', 2), ('Victin', 2), ('henriqueimoveis', 2), ('VictorNGomes', 2), ('Eutino', 2), ('ThomasBaruzier', 2), ('ichitaka', 2), ('romulomello', 2), ('sumukshashidhar-testing', 2), ('BryanBizzAI', 2), ('Laysson', 2), ('willianr', 2), ('brunomortari', 2), ('ravs1980', 2), ('audreyvasconcelos', 2), ('AetherArchitectural', 2), ('ajesujoba', 2), ('ufca-llms', 2), ('Bojun-Feng', 2), ('ramonmedeiro1', 2), ('lilpharaoh1', 2), ('herman66', 2), ('monilouise', 2), ('skander-bs', 2), ('EikESousA', 2), ('AiCloser', 2), ('LatinAI', 2), ('JettZhou', 2), ('vnco', 2), ('DarioLopes', 2), ('cesarbr', 2), ('brutellahc', 2), ('PortBERT', 2), ('tclf90', 2), ('mradermacher', 2), ('chikcen', 2), ('rsinema', 2), ('TaisMoreira', 2), ('gacosta', 2), ('lucasmatias1990', 2), ('Alijeff1214', 2), ('savi8sant8s', 2), ('MadVoyager', 2), ('giliardgodoi', 2), ('TenetNoctis', 2), ('FearL0rd', 2), ('matsano', 2), ('silvapedro', 2), ('joaomsimoes', 2), ('deborahm', 2), ('ivanesag', 2), ('AI-Safeguard', 2), ('devadigaprathamesh', 2), ('JaviMartinez', 2), ('kamranrafi', 1), ('lilsiru', 1), ('rodrigoaraujorosa', 1), ('Navy1243', 1), ('Edu-p', 1), ('guilhermedrud', 1), ('inessilva', 1), ('vieirinhasantana', 1), ('Mungert', 1), ('brunoretiro', 1), ('virtuoussy', 1), ('psampaio', 1), ('RACALADO', 1), ('xmat', 1), ('trinhub', 1), ('gabubits', 1), ('sttjr', 1), ('isel-nlp-mp05', 1), ('plvictor', 1), ('gabs-sh', 1), ('rrg92', 1), ('askubaid', 1), ('lorenzocc', 1), ('viperdf', 1), ('SeanChang74', 1), ('gabriel-hf', 1), ('olisval', 1), ('Jefferson0211', 1), ('Lucasllfs', 1), ('AxelPCG', 1), ('diodiodio', 1), ('Onutirachi', 1), ('brunomatuoka', 1), ('bastao', 1), ('PedroReis2', 1), ('Glaudiston', 1), ('Pew404', 1), ('3uer', 1), ('ericshantos', 1), ('guardion', 1), ('xXFiEsTaDeAmOnXx', 1), ('ricardoz', 1), ('frumento', 1), ('pvcastro', 1), ('RogerioRocha', 1), ('dunkirkf', 1), ('Lailson', 1), ('brandonpollack23', 1), ('acauanrr', 1), ('wonderalexandre', 1), ('hyanbatista42', 1), ('menheraorg', 1), ('wilsondesouza', 1), ('weygu', 1), ('Vaendrel', 1), ('davidsilv', 1), ('Dexavator', 1), ('spiralworks', 1), ('victor428', 1), ('lps08', 1), ('srxz', 1), ('rsmonteiro', 1), ('TarcisoAmorim', 1), ('thejpdev', 1), ('gustavobueno', 1), ('Ferch423', 1), ('estevaofreitas', 1), ('MrAiran', 1), ('teeyouteeyou', 1), ('Vyts', 1), ('theladycode', 1), ('ProgramadorArtificial', 1), ('8ft0', 1), ('HyperX-Sen', 1), ('bruonce', 1), ('tvtcm', 1), ('AI-NLP-BR', 1), ('pedrohavay', 1), ('ia-espirita', 1), ('ggbaobao', 1), ('joaocansi', 1), ('Y90nety', 1), ('brunovdl', 1), ('ricigl', 1), ('firstpixel', 1), ('ArtooDtoo', 1), ('akshitkr', 1), ('SebastianAmayaCeballos', 1), ('TheNinjaMasturbation8000', 1), ('celiudos', 1), ('brunoqgalvao', 1), ('QuantFactory', 1), ('gustavovm', 1), ('ragavabe', 1), ('M4teusGX', 1), ('rafola', 1), ('Brasbu', 1), ('DriedJellyfish', 1), ('Jibutiman', 1), ('MarioJ', 1), ('Can111', 1), ('hjtech', 1), ('marcosbastos', 1), ('viniciusxpb', 1), ('katsukiai', 1), ('maardenwizard', 1), ('marcostrinca', 1), ('roseval', 1), ('CEIA-UFG', 1), ('enaes', 1), ('gabrielct1', 1), ('ana-nunes-Mcp', 1), ('lucasmg09', 1), ('JLouisBiz', 1), ('ulysses-camara', 1), ('caiocrocha', 1), ('BreezeAI', 1), ('featherless-ai-quants', 1), ('bradoc', 1), ('steventiu22', 1), ('Martim-Ramos-Neural', 1), ('durth6', 1), ('Jona244', 1), ('DanielJunior', 1), ('elvisia', 1), ('p2o', 1), ('rdenadai', 1), ('histlearn', 1), ('Hugo991', 1), ('edu-milanez', 1), ('DaviLima', 1), ('ghiidamas1992-nlp', 1), ('lucas-leme', 1), ('AllanFrostin', 1), ('IgorBigode', 1), ('Belli666', 1), ('ianaraujo', 1), ('aislansf', 1), ('richardrap', 1), ('alvarophylipe', 1), ('robsonrtp', 1), ('MiroTenshi', 1), ('MiguelJeronimoOliveira', 1), ('nathansh', 1), ('joaopvolpi', 1), ('RogerioFreitas', 1), ('gseovana', 1), ('corre-social', 1), ('GabrielCD01', 1), ('beitemian', 1), ('marcosrsneto', 1), ('eraldoluis', 1), ('Lj2091650', 1), ('hazzzz', 1), ('bryanchang', 1), ('xyj787878', 1), ('satierf', 1), ('yoshii-ai', 1), ('fuuuzzy', 1), ('nonola', 1), ('fabiovilao', 1), ('Le0ssa', 1), ('LumieraLM', 1), ('higga', 1), ('joaopedrofg', 1), ('Joker-sxj', 1), ('odsbahia', 1), ('kirailol', 1), ('Platypical', 1), ('alexemanuel27', 1), ('RogerioPiazzon', 1), ('CloseAI-org', 1), ('Alex231232', 1), ('reynaldo22', 1), ('rob-braswell', 1), ('sarosavo', 1), ('aymaralima', 1)]\n" ] } ], "source": [ "from collections import defaultdict\n", "author_count = defaultdict(lambda: 0)\n", "\n", "with open(f'data/all_models_pt_expanded_2_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if 'gguf' in model['id'].lower():\n", " continue\n", " author = model['id'].split('/')[0]\n", " author_count[author] += 1\n", "author_count = dict(author_count)\n", "\n", "author_count = sorted(author_count.items(), key=lambda x: x[1], reverse=True)\n", "print(author_count)" ] }, { "cell_type": "code", "execution_count": 73, "id": "f9a92bb4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'arthurbittencourt', 'huggingtweets', 'fats-fme', 'jonatasgrosman', 'unsloth', 'mlx-community', 'onnx-community', 'timm', 'goldfish-models', 'AnonymousCS', 'rayonlabs', 'MaziyarPanahi', 'davidschulte', 'stewy33', 'RichardErkhov'}\n", "{'onnx', 'gptq', '8-bit', 'awq', '4bit', 'gguf', '8bit', '4-bit'}\n" ] } ], "source": [ "exceptions = set(['facebook', 'google'])\n", "blacklisted_authors = [author for author, count in author_count if count > 800 and author not in exceptions]\n", "blacklisted_authors.append('timm')\n", "blacklisted_authors.append('onnx-community')\n", "blacklisted_authors.append('unsloth')\n", "\n", "blacklisted_terms = ['gguf', 'onnx', 'awq', 'gptq', '4bit', '4-bit', '8bit', '8-bit']\n", "\n", "blacklisted_authors = set(blacklisted_authors)\n", "blacklisted_terms = set(blacklisted_terms)\n", "print(blacklisted_authors)\n", "print(blacklisted_terms)" ] }, { "cell_type": "code", "execution_count": 74, "id": "9ac56f91", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtered 27021 models\n" ] } ], "source": [ "count_filtered = 0\n", "pt_authors = set()\n", "with open(f'data/all_models_pt_expanded_2_2.jsonl', 'r') as f, open(f'data/all_models_pt_filtered_2.jsonl', 'w') as f_out:\n", " for line in f:\n", " model = json.loads(line)\n", " author = model['id'].split('/')[0]\n", " model_name_lower = model['id'].lower()\n", " if author in blacklisted_authors or any(term in model_name_lower for term in blacklisted_terms):\n", " continue\n", " f_out.write(line)\n", " count_filtered += 1\n", "\n", "print(f'Filtered {count_filtered} models')" ] }, { "cell_type": "code", "execution_count": null, "id": "cba3e32b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "b90a5351", "metadata": {}, "source": [ "# Get top authors" ] }, { "cell_type": "code", "execution_count": 75, "id": "96b3a7f7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.\n", "Fetching 158 files: 100%|██████████| 158/158 [00:00<00:00, 2810.80it/s]\n", "Fetching 308 files: 100%|██████████| 308/308 [00:00<00:00, 2991.30it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Extracted 16 batch zip(s) in /home/eduagarcia/workspace/research/multilingual-tokenizers-leaderboard/data/results/evaluations\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Building tokenizer hash cache: 100%|██████████| 8292/8292 [00:00<00:00, 56042.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "load_all_model_results already_processed_files: 24876\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Loading results files: 100%|██████████| 8292/8292 [00:00<00:00, 3682673.52it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'lang_overalls': model_key \\\n", "62034 devtest12_bullet-points-tokenizer_main \n", "52752 abletobetable_word-stress-tokenizer_main \n", "58016 broniy_bobai_wordpiece_tokenizer_main \n", "83538 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "83552 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "... ... \n", "86589 joelniklaus_legal-dutch-roberta-base_main \n", "86575 joelniklaus_legal-danish-roberta-base_main \n", "86813 joelniklaus_legal-slovak-roberta-base_main \n", "86827 joelniklaus_legal-slovenian-roberta-base_main \n", "86771 joelniklaus_legal-polish-roberta-base_main \n", "\n", " model revision \\\n", "62034 devtest12/bullet-points-tokenizer main \n", "52752 abletobetable/word-stress-tokenizer main \n", "58016 broniy/bobai_wordpiece_tokenizer main \n", "83538 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "83552 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "... ... ... \n", "86589 joelniklaus/legal-dutch-roberta-base main \n", "86575 joelniklaus/legal-danish-roberta-base main \n", "86813 joelniklaus/legal-slovak-roberta-base main \n", "86827 joelniklaus/legal-slovenian-roberta-base main \n", "86771 joelniklaus/legal-polish-roberta-base main \n", "\n", " subfolder _target_mode lang domain \\\n", "62034 False ar lang_overall \n", "52752 False ar lang_overall \n", "58016 False ar lang_overall \n", "83538 tokenizers/genes False ar lang_overall \n", "83552 tokenizers/label_expressions False ar lang_overall \n", "... ... ... ... ... \n", "86589 False zh lang_overall \n", "86575 False zh lang_overall \n", "86813 False zh lang_overall \n", "86827 False zh lang_overall \n", "86771 False zh lang_overall \n", "\n", " evaluation_type likes created_at ... \\\n", "62034 standard 0 2022-03-02T23:29:05+00:00 ... \n", "52752 standard 0 2023-05-07T06:38:11+00:00 ... \n", "58016 standard 0 2025-04-08T12:57:21+00:00 ... \n", "83538 standard 3 2025-06-24T12:07:01+00:00 ... \n", "83552 standard 3 2025-06-24T12:07:01+00:00 ... \n", "... ... ... ... ... \n", "86589 standard 2 2023-02-06T02:32:33+00:00 ... \n", "86575 standard 0 2023-02-06T00:13:23+00:00 ... \n", "86813 standard 1 2023-02-06T02:38:36+00:00 ... \n", "86827 standard 0 2023-02-06T02:38:43+00:00 ... \n", "86771 standard 2 2023-02-06T02:38:11+00:00 ... \n", "\n", " tokenizer_class tokenizer_algorithm tokenizer_implementation \\\n", "62034 RobertaTokenizerFast BPE Tokenizers \n", "52752 PreTrainedTokenizerFast Unigram Tokenizers \n", "58016 PreTrainedTokenizerFast WordPiece Tokenizers \n", "83538 BertTokenizerFast WordLevel Tokenizers \n", "83552 BertTokenizerFast WordLevel Tokenizers \n", "... ... ... ... \n", "86589 PreTrainedTokenizerFast BPE Tokenizers \n", "86575 PreTrainedTokenizerFast BPE Tokenizers \n", "86813 PreTrainedTokenizerFast BPE Tokenizers \n", "86827 PreTrainedTokenizerFast BPE Tokenizers \n", "86771 PreTrainedTokenizerFast BPE Tokenizers \n", "\n", " tokenizer_config_hash benchmark_file_hash \\\n", "62034 c636ee60d0f41cfbb445818c1133b608 \n", "52752 76f967c555c40e7d15a9cc36a2f42ada \n", "58016 4e59f7b27d6a05a92cce3fa800593c50 \n", "83538 6a7c5029119598b1c2eb292774a2075a \n", "83552 a5ace22a6c59e6dfd302c7c47fd8ef1a \n", "... ... ... \n", "86589 64021433293bcfc831cc6ba74413849c \n", "86575 0f47fd04739a8130f37b676eb1eb8b47 \n", "86813 4fc1625e3b94893af753b10d319db10c \n", "86827 907d28caaf2a793c93837281f04d8050 \n", "86771 16d3a9d3ae5fbb2ce8fa5e1fe9ac4b2e \n", "\n", " evaluation_date reference \\\n", "62034 2025-07-14T02:18:45.876959+00:00 False \n", "52752 2025-07-14T02:38:18.960358+00:00 False \n", "58016 2025-07-14T02:32:25.151945+00:00 False \n", "83538 2025-07-13T19:06:51.387896+00:00 False \n", "83552 2025-07-13T19:06:45.615266+00:00 False \n", "... ... ... \n", "86589 2025-07-12T21:39:40.245341+00:00 False \n", "86575 2025-07-12T21:33:26.013509+00:00 False \n", "86813 2025-07-12T21:31:46.811203+00:00 False \n", "86827 2025-07-12T21:35:37.684432+00:00 False \n", "86771 2025-07-12T21:34:17.404360+00:00 False \n", "\n", " sha downloads_all_time parity_en \n", "62034 3cf4a7bb481353ce21979a3f916622afe8425d36 0 0.001 \n", "52752 3b1e3bb45ccbb2ce26641645ed4baee6607321ea 0 0.025 \n", "58016 d22c1559d33672fe14342b23640b4062d47bd083 0 0.025 \n", "83538 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.025 \n", "83552 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.025 \n", "... ... ... ... \n", "86589 d278d82978ea362ebd714a4b0a59645de27ee670 487 3.647 \n", "86575 0c2ac41b54d9b3d76c6444ee63a994667d80c33d 361 3.647 \n", "86813 746226deeb725f618dfb42aebc42d0105af94639 465 3.648 \n", "86827 12541909cafbde87de5da57f837644b2eaa2eaf9 433 3.648 \n", "86771 caba9447a1eba772e623b5c5850345b8d2e05372 484 3.648 \n", "\n", "[116088 rows x 37 columns], 'multilingual_overall': model_key \\\n", "7722 syssec-utd_py38-pylingual-v1-segmenter_main \n", "7716 syssec-utd_py313-pylingual-v1-segmenter_main \n", "7718 syssec-utd_py36-pylingual-v1-segmenter_main \n", "7724 syssec-utd_py39-pylingual-v1-segmenter_main \n", "7710 syssec-utd_py310-pylingual-v1-segmenter_main \n", "... ... \n", "4600 facebook_mms-tts-mon_main \n", "4480 dominguesm_tiny-random-canarim_main \n", "7678 stas_tiny-random-llama-2_main \n", "7940 utrobinmv_tts_ru_free_hf_vits_low_multispeaker... \n", "8042 xinliu_w2v-bert-2.0-mongolian-colab-CV16.0_main \n", "\n", " model revision subfolder \\\n", "7722 syssec-utd/py38-pylingual-v1-segmenter main \n", "7716 syssec-utd/py313-pylingual-v1-segmenter main \n", "7718 syssec-utd/py36-pylingual-v1-segmenter main \n", "7724 syssec-utd/py39-pylingual-v1-segmenter main \n", "7710 syssec-utd/py310-pylingual-v1-segmenter main \n", "... ... ... ... \n", "4600 facebook/mms-tts-mon main \n", "4480 dominguesm/tiny-random-canarim main \n", "7678 stas/tiny-random-llama-2 main \n", "7940 utrobinmv/tts_ru_free_hf_vits_low_multispeaker main \n", "8042 xinliu/w2v-bert-2.0-mongolian-colab-CV16.0 main \n", "\n", " _target_mode lang domain evaluation_type likes \\\n", "7722 False all multilingual_overall standard 0 \n", "7716 False all multilingual_overall standard 0 \n", "7718 False all multilingual_overall standard 0 \n", "7724 False all multilingual_overall standard 0 \n", "7710 False all multilingual_overall standard 0 \n", "... ... ... ... ... ... \n", "4600 False all multilingual_overall standard 6 \n", "4480 False all multilingual_overall standard 1 \n", "7678 False all multilingual_overall standard 41 \n", "7940 False all multilingual_overall standard 18 \n", "8042 False all multilingual_overall standard 0 \n", "\n", " created_at ... tokenizer_class \\\n", "7722 2025-02-04T22:30:08+00:00 ... PreTrainedTokenizerFast \n", "7716 2025-02-07T09:38:00+00:00 ... PreTrainedTokenizerFast \n", "7718 2025-02-04T21:23:36+00:00 ... PreTrainedTokenizerFast \n", "7724 2025-02-06T00:15:23+00:00 ... PreTrainedTokenizerFast \n", "7710 2025-02-06T21:37:53+00:00 ... PreTrainedTokenizerFast \n", "... ... ... ... \n", "4600 2023-09-01T17:04:32+00:00 ... VitsTokenizer \n", "4480 2023-11-17T10:23:18+00:00 ... LlamaTokenizerFast \n", "7678 2023-11-14T19:53:20+00:00 ... LlamaTokenizerFast \n", "7940 2024-04-28T09:01:05+00:00 ... VitsTokenizer \n", "8042 2024-05-23T04:25:47+00:00 ... Wav2Vec2CTCTokenizer \n", "\n", " tokenizer_algorithm tokenizer_implementation \\\n", "7722 WordPiece Tokenizers \n", "7716 WordPiece Tokenizers \n", "7718 WordPiece Tokenizers \n", "7724 WordPiece Tokenizers \n", "7710 WordPiece Tokenizers \n", "... ... ... \n", "4600 CharLevel Transformers \n", "4480 BPE Tokenizers \n", "7678 BPE SentencePiece \n", "7940 CharLevel Transformers \n", "8042 CharLevel Transformers \n", "\n", " tokenizer_config_hash benchmark_file_hash \\\n", "7722 c98ad18b55c66874e06d79c95cae1723 \n", "7716 b99a13757fd110359550edd2f0f8716e \n", "7718 607f6fde5b6899f6301d0c566dbec34d \n", "7724 c0f40e950c6b829ff171a0633a372610 \n", "7710 883688adb240eed5c8495dbdf61c2ae4 \n", "... ... ... \n", "4600 5bc66de8dd0f4b51e07d6ea423ce5ceb \n", "4480 2a7237118af5c40fddfb8bb531c7f97b \n", "7678 db3b4925fa45a29438fcef049797f035 \n", "7940 8a6605519de1434785da8b2687a60e00 \n", "8042 808678ebf42dd5bb245e85a319d346ba \n", "\n", " evaluation_date reference \\\n", "7722 2025-07-13T18:30:20.496760+00:00 False \n", "7716 2025-07-13T18:30:50.828294+00:00 False \n", "7718 2025-07-13T18:31:30.344675+00:00 False \n", "7724 2025-07-13T18:30:08.682339+00:00 False \n", "7710 2025-07-13T18:30:45.883328+00:00 False \n", "... ... ... \n", "4600 2025-07-13T04:58:14.204289+00:00 False \n", "4480 2025-07-13T02:08:21.262015+00:00 False \n", "7678 2025-07-13T18:38:37.041747+00:00 False \n", "7940 2025-07-13T04:36:06.824215+00:00 False \n", "8042 2025-07-13T06:32:06.703617+00:00 False \n", "\n", " sha downloads_all_time parity_en \n", "7722 81741325d492898cd5de95e1447a9716d6c6839e 36724 0.022 \n", "7716 a7d6bd2db0c7729ed2d24a245ee8a0a27ba9183c 35462 0.022 \n", "7718 548dee461b1e0fada4e2a1d6ad2f3f2ad45758fc 22316 0.022 \n", "7724 6778e1a4a5496f6251aee67da738eef793ce889c 38389 0.022 \n", "7710 184078a32f25520176028e7b49b6f88b2cd8cd4b 48309 0.022 \n", "... ... ... ... \n", "4600 4079cfbea1b6c96b53316bfd20aa93f8a50dfc9d 2764 3.808 \n", "4480 0eda889c867c8ad1d825c63d6ea0ef8829d711b8 1643 4.302 \n", "7678 3579d71fd57e04f5a364d824d3a2ec3e913dbb67 23728 4.302 \n", "7940 98ed83ea277f2f88a15f1f1cf0a9380ce1715269 44942 5.070 \n", "8042 eaf3fb2a87f7223133351bb12e6aa8efc126ecfb 168 11.462 \n", "\n", "[8292 rows x 37 columns]}\n" ] } ], "source": [ "\n", "from results_aggregator import get_overall_summary\n", "from tokenizer_evaluate import download_repos_once\n", "\n", "benchmark_dir, results_dir, benchmark_file_hashes, vocab_hash_cache = download_repos_once()\n", "\n", "overall_summary = get_overall_summary(benchmark_dir, results_dir)\n", "print(overall_summary)" ] }, { "cell_type": "code", "execution_count": 76, "id": "ad0e7faf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['lang_overalls', 'multilingual_overall'])" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overall_summary.keys()" ] }, { "cell_type": "code", "execution_count": 77, "id": "f114d6b1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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model_keymodelrevisionsubfolder_target_modelangdomainevaluation_typelikescreated_at...tokenizer_classtokenizer_algorithmtokenizer_implementationtokenizer_config_hashbenchmark_file_hashevaluation_datereferenceshadownloads_all_timeparity_en
62034devtest12_bullet-points-tokenizer_maindevtest12/bullet-points-tokenizermain<NA>Falsearlang_overallstandard02022-03-02T23:29:05+00:00...RobertaTokenizerFastBPETokenizersc636ee60d0f41cfbb445818c1133b608<NA>2025-07-14T02:18:45.876959+00:00False3cf4a7bb481353ce21979a3f916622afe8425d3600.001
52752abletobetable_word-stress-tokenizer_mainabletobetable/word-stress-tokenizermain<NA>Falsearlang_overallstandard02023-05-07T06:38:11+00:00...PreTrainedTokenizerFastUnigramTokenizers76f967c555c40e7d15a9cc36a2f42ada<NA>2025-07-14T02:38:18.960358+00:00False3b1e3bb45ccbb2ce26641645ed4baee6607321ea00.025
58016broniy_bobai_wordpiece_tokenizer_mainbroniy/bobai_wordpiece_tokenizermain<NA>Falsearlang_overallstandard02025-04-08T12:57:21+00:00...PreTrainedTokenizerFastWordPieceTokenizers4e59f7b27d6a05a92cce3fa800593c50<NA>2025-07-14T02:32:25.151945+00:00Falsed22c1559d33672fe14342b23640b4062d47bd08300.025
83538ibm-research_biomed.rna.bert.110m.mlm.multitas...ibm-research/biomed.rna.bert.110m.mlm.multitas...maintokenizers/genesFalsearlang_overallstandard32025-06-24T12:07:01+00:00...BertTokenizerFastWordLevelTokenizers6a7c5029119598b1c2eb292774a2075a<NA>2025-07-13T19:06:51.387896+00:00False13a42f0e1e2f1611d01e88876cbd096bc9eafd9000.025
83552ibm-research_biomed.rna.bert.110m.mlm.multitas...ibm-research/biomed.rna.bert.110m.mlm.multitas...maintokenizers/label_expressionsFalsearlang_overallstandard32025-06-24T12:07:01+00:00...BertTokenizerFastWordLevelTokenizersa5ace22a6c59e6dfd302c7c47fd8ef1a<NA>2025-07-13T19:06:45.615266+00:00False13a42f0e1e2f1611d01e88876cbd096bc9eafd9000.025
..................................................................
86589joelniklaus_legal-dutch-roberta-base_mainjoelniklaus/legal-dutch-roberta-basemain<NA>Falsezhlang_overallstandard22023-02-06T02:32:33+00:00...PreTrainedTokenizerFastBPETokenizers64021433293bcfc831cc6ba74413849c<NA>2025-07-12T21:39:40.245341+00:00Falsed278d82978ea362ebd714a4b0a59645de27ee6704873.647
86575joelniklaus_legal-danish-roberta-base_mainjoelniklaus/legal-danish-roberta-basemain<NA>Falsezhlang_overallstandard02023-02-06T00:13:23+00:00...PreTrainedTokenizerFastBPETokenizers0f47fd04739a8130f37b676eb1eb8b47<NA>2025-07-12T21:33:26.013509+00:00False0c2ac41b54d9b3d76c6444ee63a994667d80c33d3613.647
86813joelniklaus_legal-slovak-roberta-base_mainjoelniklaus/legal-slovak-roberta-basemain<NA>Falsezhlang_overallstandard12023-02-06T02:38:36+00:00...PreTrainedTokenizerFastBPETokenizers4fc1625e3b94893af753b10d319db10c<NA>2025-07-12T21:31:46.811203+00:00False746226deeb725f618dfb42aebc42d0105af946394653.648
86827joelniklaus_legal-slovenian-roberta-base_mainjoelniklaus/legal-slovenian-roberta-basemain<NA>Falsezhlang_overallstandard02023-02-06T02:38:43+00:00...PreTrainedTokenizerFastBPETokenizers907d28caaf2a793c93837281f04d8050<NA>2025-07-12T21:35:37.684432+00:00False12541909cafbde87de5da57f837644b2eaa2eaf94333.648
86771joelniklaus_legal-polish-roberta-base_mainjoelniklaus/legal-polish-roberta-basemain<NA>Falsezhlang_overallstandard22023-02-06T02:38:11+00:00...PreTrainedTokenizerFastBPETokenizers16d3a9d3ae5fbb2ce8fa5e1fe9ac4b2e<NA>2025-07-12T21:34:17.404360+00:00Falsecaba9447a1eba772e623b5c5850345b8d2e053724843.648
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116088 rows × 37 columns

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" ], "text/plain": [ " model_key \\\n", "62034 devtest12_bullet-points-tokenizer_main \n", "52752 abletobetable_word-stress-tokenizer_main \n", "58016 broniy_bobai_wordpiece_tokenizer_main \n", "83538 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "83552 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "... ... \n", "86589 joelniklaus_legal-dutch-roberta-base_main \n", "86575 joelniklaus_legal-danish-roberta-base_main \n", "86813 joelniklaus_legal-slovak-roberta-base_main \n", "86827 joelniklaus_legal-slovenian-roberta-base_main \n", "86771 joelniklaus_legal-polish-roberta-base_main \n", "\n", " model revision \\\n", "62034 devtest12/bullet-points-tokenizer main \n", "52752 abletobetable/word-stress-tokenizer main \n", "58016 broniy/bobai_wordpiece_tokenizer main \n", "83538 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "83552 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "... ... ... \n", "86589 joelniklaus/legal-dutch-roberta-base main \n", "86575 joelniklaus/legal-danish-roberta-base main \n", "86813 joelniklaus/legal-slovak-roberta-base main \n", "86827 joelniklaus/legal-slovenian-roberta-base main \n", "86771 joelniklaus/legal-polish-roberta-base main \n", "\n", " subfolder _target_mode lang domain \\\n", "62034 False ar lang_overall \n", "52752 False ar lang_overall \n", "58016 False ar lang_overall \n", "83538 tokenizers/genes False ar lang_overall \n", "83552 tokenizers/label_expressions False ar lang_overall \n", "... ... ... ... ... \n", "86589 False zh lang_overall \n", "86575 False zh lang_overall \n", "86813 False zh lang_overall \n", "86827 False zh lang_overall \n", "86771 False zh lang_overall \n", "\n", " evaluation_type likes created_at ... \\\n", "62034 standard 0 2022-03-02T23:29:05+00:00 ... \n", "52752 standard 0 2023-05-07T06:38:11+00:00 ... \n", "58016 standard 0 2025-04-08T12:57:21+00:00 ... \n", "83538 standard 3 2025-06-24T12:07:01+00:00 ... \n", "83552 standard 3 2025-06-24T12:07:01+00:00 ... \n", "... ... ... ... ... \n", "86589 standard 2 2023-02-06T02:32:33+00:00 ... \n", "86575 standard 0 2023-02-06T00:13:23+00:00 ... \n", "86813 standard 1 2023-02-06T02:38:36+00:00 ... \n", "86827 standard 0 2023-02-06T02:38:43+00:00 ... \n", "86771 standard 2 2023-02-06T02:38:11+00:00 ... \n", "\n", " tokenizer_class tokenizer_algorithm tokenizer_implementation \\\n", "62034 RobertaTokenizerFast BPE Tokenizers \n", "52752 PreTrainedTokenizerFast Unigram Tokenizers \n", "58016 PreTrainedTokenizerFast WordPiece Tokenizers \n", "83538 BertTokenizerFast WordLevel Tokenizers \n", "83552 BertTokenizerFast WordLevel Tokenizers \n", "... ... ... ... \n", "86589 PreTrainedTokenizerFast BPE Tokenizers \n", "86575 PreTrainedTokenizerFast BPE Tokenizers \n", "86813 PreTrainedTokenizerFast BPE Tokenizers \n", "86827 PreTrainedTokenizerFast BPE Tokenizers \n", "86771 PreTrainedTokenizerFast BPE Tokenizers \n", "\n", " tokenizer_config_hash benchmark_file_hash \\\n", "62034 c636ee60d0f41cfbb445818c1133b608 \n", "52752 76f967c555c40e7d15a9cc36a2f42ada \n", "58016 4e59f7b27d6a05a92cce3fa800593c50 \n", "83538 6a7c5029119598b1c2eb292774a2075a \n", "83552 a5ace22a6c59e6dfd302c7c47fd8ef1a \n", "... ... ... \n", "86589 64021433293bcfc831cc6ba74413849c \n", "86575 0f47fd04739a8130f37b676eb1eb8b47 \n", "86813 4fc1625e3b94893af753b10d319db10c \n", "86827 907d28caaf2a793c93837281f04d8050 \n", "86771 16d3a9d3ae5fbb2ce8fa5e1fe9ac4b2e \n", "\n", " evaluation_date reference \\\n", "62034 2025-07-14T02:18:45.876959+00:00 False \n", "52752 2025-07-14T02:38:18.960358+00:00 False \n", "58016 2025-07-14T02:32:25.151945+00:00 False \n", "83538 2025-07-13T19:06:51.387896+00:00 False \n", "83552 2025-07-13T19:06:45.615266+00:00 False \n", "... ... ... \n", "86589 2025-07-12T21:39:40.245341+00:00 False \n", "86575 2025-07-12T21:33:26.013509+00:00 False \n", "86813 2025-07-12T21:31:46.811203+00:00 False \n", "86827 2025-07-12T21:35:37.684432+00:00 False \n", "86771 2025-07-12T21:34:17.404360+00:00 False \n", "\n", " sha downloads_all_time parity_en \n", "62034 3cf4a7bb481353ce21979a3f916622afe8425d36 0 0.001 \n", "52752 3b1e3bb45ccbb2ce26641645ed4baee6607321ea 0 0.025 \n", "58016 d22c1559d33672fe14342b23640b4062d47bd083 0 0.025 \n", "83538 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.025 \n", "83552 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.025 \n", "... ... ... ... \n", "86589 d278d82978ea362ebd714a4b0a59645de27ee670 487 3.647 \n", "86575 0c2ac41b54d9b3d76c6444ee63a994667d80c33d 361 3.647 \n", "86813 746226deeb725f618dfb42aebc42d0105af94639 465 3.648 \n", "86827 12541909cafbde87de5da57f837644b2eaa2eaf9 433 3.648 \n", "86771 caba9447a1eba772e623b5c5850345b8d2e05372 484 3.648 \n", "\n", "[116088 rows x 37 columns]" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overall_summary['lang_overalls']" ] }, { "cell_type": "code", "execution_count": 78, "id": "d95bbac1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1595\n", "674\n" ] } ], "source": [ "dfs = [overall_summary['multilingual_overall']] + [overall_summary['lang_overalls'][overall_summary['lang_overalls']['lang'] == lang] for lang in overall_summary['lang_overalls']['lang'].unique()]\n", "\n", "max_models_per_block = 50\n", "models_to_search = set()\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.1)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['vocab_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.2)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['vocab_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.8)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['vocab_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] == 1)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['vocab_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.1) & (df['vocab_size'] < 100000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['vocab_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.8) & (df['vocab_size'] < 100000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['vocab_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "\n", "print(len(models_to_search))\n", "\n", "authors = set()\n", "\n", "for model in models_to_search:\n", " author = model.split('/')[0]\n", " authors.add(author)\n", "\n", "print(len(authors))" ] }, { "cell_type": "code", "execution_count": 79, "id": "cc26946e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "623\n" ] } ], "source": [ "authors_to_search = set()\n", "pt_authors = set()\n", "\n", "with open(f'data/all_models_pt_filtered_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " author = model['id'].split('/')[0]\n", " pt_authors.add(author)\n", "\n", "\n", "for author in authors:\n", " if author in blacklisted_authors:\n", " continue\n", " if author in pt_authors:\n", " continue\n", " authors_to_search.add(author)\n", "\n", "print(len(authors_to_search))" ] }, { "cell_type": "code", "execution_count": 81, "id": "a0d4ee21", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 623/623 [02:16<00:00, 4.55it/s]\n" ] } ], "source": [ "while True:\n", " try:\n", " already_seen_authors = set()\n", " if os.path.exists('data/top_authors_excluding_pt_2.jsonl'):\n", " with open('data/top_authors_excluding_pt_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if model['id'] in already_seen_models and '/' in model['id']:\n", " already_seen_authors.add(model['id'].split('/')[0])\n", " \n", " for author in tqdm(list(authors_to_search)):\n", " if author in already_seen_authors:\n", " continue\n", " models_iterator = api.list_models(author=author, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags'], sort='likes')\n", "\n", " with open(f'data/top_authors_excluding_pt_2.jsonl', 'a') as f:\n", " for model in models_iterator:\n", " f.write(json.dumps(model_to_dict(model), ensure_ascii=False) + '\\n')\n", " break\n", " except Exception as e:\n", " print(e)\n", " time.sleep(50)" ] }, { "cell_type": "code", "execution_count": 82, "id": "e62b4038", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[('Helsinki-NLP', 1548), ('stefan-it', 1346), ('google', 1061), ('EleutherAI', 958), ('research-backup', 866), ('allenai', 862), ('Xenova', 750), ('vocabtrimmer', 728), ('microsoft', 473), ('sanchit-gandhi', 464), ('nm-testing', 453), ('tomaarsen', 371), ('xiulinyang', 326), ('pminervini', 301), ('amd', 296), ('rewicks', 272), ('patrickvonplaten', 268), ('OpenGVLab', 263), ('Sakalti', 259), ('Qwen', 258), ('Intel', 258), ('llm-jp', 255), ('DrNicefellow', 229), ('m-a-p', 205), ('airesearch', 200), ('numen-tech', 185), ('YWZBrandon', 182), ('Salesforce', 177), ('pszemraj', 170), ('RefalMachine', 170), ('leukas', 169), ('HiTZ', 167), ('BAAI', 166), ('bigscience', 162), ('cambridgeltl', 158), ('tinycompany', 155), ('voidful', 153), ('ibm-granite', 150), ('Davlan', 145), ('OpenBuddy', 144), ('philschmid', 143), ('Geotrend', 138), ('apple', 138), ('McGill-NLP', 132), ('Nitral-Archive', 131), ('tokyotech-llm', 129), ('sentence-transformers', 127), ('AlexHung29629', 126), ('yuiseki', 122), ('knowledgator', 118), ('heegyu', 118), ('eunyounglee', 117), ('Vikhrmodels', 116), ('NickyNicky', 116), ('ai-forever', 114), ('Norod78', 112), ('pcuenq', 112), ('cahya', 110), ('thucdangvan020999', 109), ('hfl', 109), ('SmallDoge', 107), ('minpeter', 106), ('FreedomIntelligence', 105), ('IlyaGusev', 105), ('stabilityai', 104), ('NaoS2', 101), ('openbmb', 100), ('NousResearch', 100), ('MBZUAI', 99), ('internlm', 94), ('mgoin', 94), ('IIC', 92), ('QuixiAI', 90), ('tencent', 90), ('beomi', 89), ('Rocketknight1', 89), ('IntervitensInc', 86), ('estrogen', 85), ('deepseek-ai', 83), ('dphn', 83), ('Saxo', 82), ('deepdml', 82), ('almanach', 81), ('Crystalcareai', 80), ('gsarti', 79), ('benjamin', 78), ('AlexWortega', 78), ('Skywork', 76), ('katuni4ka', 75), ('KBLab', 75), ('CalamitousFelicitousness', 75), ('jinaai', 75), ('HuggingFaceTB', 75), ('sail', 74), ('BSC-LT', 72), ('birgermoell', 72), ('andersonbcdefg', 71), ('macadeliccc', 71), ('maywell', 70), ('meta-llama', 70), ('tiiuae', 70), ('ydshieh', 69), ('dbmdz', 69), ('pavan-naik', 69), ('bigcode', 69), ('Dans-DiscountModels', 69), ('h2oai', 67), ('Alibaba-NLP', 67), ('migtissera', 66), ('projecte-aina', 66), ('jpacifico', 65), ('Den4ikAI', 62), ('antoinelouis', 60), ('UBC-NLP', 59), ('akhooli', 59), ('mistralai', 59), ('MaLA-LM', 59), ('BEE-spoke-data', 58), ('rombodawg', 56), ('kochan13', 55), ('dmis-lab', 54), ('croissantllm', 53), ('PraveenJesu', 53), ('sapienzanlp', 53), ('ByteDance-Seed', 53), ('universalml', 53), ('Chang-Su', 53), ('ctu-aic', 53), ('lodrick-the-lafted', 52), ('fla-hub', 52), ('manu', 52), ('aisingapore', 52), ('SKNahin', 52), ('bofenghuang', 52), ('loubnabnl', 51), ('alea-institute', 51), ('lightonai', 51), ('Neurora', 50), ('cerebras', 49), ('spow12', 48), ('GeneZC', 48), ('ZurichNLP', 47), ('deepset', 47), ('swap-uniba', 47), ('axolotl-ai-co', 46), ('BounharAbdelaziz', 46), ('cl-nagoya', 46), ('monsoon-nlp', 45), ('iambestfeed', 45), ('vidore', 45), ('LiquidAI', 45), ('sdadas', 44), ('Pclanglais', 44), ('stepfun-ai', 44), ('Downtown-Case', 44), ('shibing624', 44), ('RWKV', 43), ('moussaKam', 43), ('Bingsu', 43), ('hotchpotch', 43), ('prince-canuma', 43), ('avey-ai', 42), ('devngho', 42), ('MoritzLaurer', 42), ('xtuner', 42), ('NYTK', 42), ('utter-project', 41), ('parasora', 41), ('lvwerra', 40), ('proxectonos', 40), ('speakleash', 39), ('openai', 38), ('yulan-team', 37), ('FastVideo', 37), ('jeremierostan', 37), ('brucethemoose', 37), ('RLHFlow', 37), ('anthracite-org', 37), ('morenolq', 36), ('HuggingFaceH4', 36), ('efederici', 35), ('stvhuang', 35), ('rinna', 34), ('yam-peleg', 34), ('LongshenOu', 34), ('hon9kon9ize', 34), ('nllg', 34), ('answerdotai', 34), ('Pretrain-FBK-NLP', 33), ('ICTNLP', 33), ('inceptionai', 33), ('ml6team', 33), ('HelpingAI', 33), ('liuhaotian', 33), ('cointegrated', 33), ('LLMDH', 33), ('sambanovasystems', 32), ('amazon', 32), ('hieule', 32), ('HuggingFaceM4', 31), ('aaditya', 31), ('abacusai', 31), ('sbintuitions', 31), ('lcw99', 31), ('cyberagent', 30), ('team-lucid', 30), ('somosnlp-hackathon-2023', 30), ('kaist-ai', 30), ('TigerResearch', 30), ('Mursel', 29), ('lerobot', 29), ('pfnet', 28), ('openthaigpt', 28), ('classla', 28), ('opendatalab', 28), ('GroNLP', 28), ('bespokelabs', 27), ('vinai', 27), ('SaulLu', 27), ('sachin6624', 27), ('Doctor-Shotgun', 27), ('ncoop57', 26), ('fhai50032', 26), ('ilsp', 26), ('abhinand', 26), ('pysentimiento', 26), ('HIT-TMG', 26), ('malteos', 26), ('MediaTek-Research', 25), ('trillionlabs', 25), ('Tencent-Hunyuan', 25), ('tohoku-nlp', 25), ('kkuramitsu', 25), ('vasista22', 25), ('DeepMount00', 25), ('Mizuiro-sakura', 24), ('PlanTL-GOB-ES', 24), ('01-ai', 24), ('bertin-project', 24), ('PleIAs', 24), ('msy127', 24), ('binhquoc', 23), ('MR-Eder', 23), ('radlab', 23), ('biodatlab', 23), ('NAMAA-Space', 23), ('Wan-AI', 23), ('Zuellni', 23), ('MrBananaHuman', 22), ('isemmanuelolowe', 22), ('slone', 22), ('LocalDoc', 21), ('Langboat', 21), ('Utshav', 21), ('LSX-UniWue', 21), ('riotu-lab', 21), ('kakaocorp', 21), ('upstage', 21), ('Tele-AI', 21), ('hpcai-tech', 21), ('DeepPavlov', 20), ('csebuetnlp', 20), ('meetkai', 20), ('MLP-KTLim', 20), ('guymorlan', 20), ('konstantindobler', 20), ('SmerkyG', 20), ('Edmon02', 20), ('FacebookAI', 19), ('nothingiisreal', 19), ('yanolja', 19), ('baichuan-inc', 19), ('ai-sage', 19), ('hishab', 19), ('winstxnhdw', 18), ('sonoisa', 18), ('FunAudioLLM', 18), ('golaxy', 18), ('hyunwoongko', 18), ('Systran', 18), ('OuteAI', 18), ('Trendyol', 18), ('SebastianBodza', 17), ('minhdang', 17), ('huggingface', 17), ('usvsnsp', 17), ('studio-ousia', 17), ('zetavg', 17), ('chieunq', 17), ('deepvk', 16), ('pkupie', 16), ('ACE-Step', 16), ('gradientai', 16), ('ai21labs', 16), ('NlpHUST', 16), ('yongzx', 16), ('failspy', 16), ('yihongLiu', 16), ('ocisd4', 16), ('kotoba-tech', 16), ('elyza', 16), ('moonshotai', 16), ('NovaSky-AI', 16), ('daekeun-ml', 16), ('zh-tw-llm-dv', 16), ('kdf', 16), ('MiniMaxAI', 16), ('moyix', 16), ('Udoy', 16), ('theyorubayesian', 16), ('TouchNight', 16), ('retrieva-jp', 16), ('cservan', 16), ('jkeisling', 15), ('Meohong', 15), ('aubmindlab', 15), ('panagoa', 15), ('wyu1', 15), ('Symato', 15), ('bhavnicksm', 15), ('date3k2', 15), ('BeardedMonster', 15), ('mrsteyk', 15), ('tangledgroup', 15), ('sergi24sanchez', 14), ('huggingface-course', 14), ('openchat', 14), ('dlicari', 14), ('SinclairSchneider', 14), ('gamallo', 14), ('ecnu-icalk', 14), ('u-10bei', 14), ('jason9693', 14), ('team-nave', 14), ('VishnuPJ', 14), ('ParasiticRogue', 14), ('oliverguhr', 14), ('KCourtney', 13), ('datht', 13), ('ConvexAI', 13), ('Babelscape', 13), ('ytzi', 13), ('minishlab', 13), ('AI4Chem', 13), ('Narrativa', 13), ('PygTesting', 13), ('Unlearning', 13), ('winninghealth', 13), ('ClassCat', 13), ('gwlms', 13), ('clibrain', 13), ('abeja', 12), ('AIBunCho', 12), ('BM-K', 12), ('CausalLM', 12), ('SeaLLMs', 12), ('ernie-research', 12), ('mixedbread-ai', 12), ('atharvanighot', 12), ('keepitreal', 12), ('skt', 11), ('MohamedRashad', 11), ('ai-human-lab', 11), ('kartikmosaicml', 11), ('OrionStarAI', 11), ('distil-whisper', 11), ('weblab-GENIAC', 11), ('RaymondLi', 11), ('jeanflop', 11), ('JetBrains', 11), ('imone', 11), ('MilaNLProc', 11), ('etri-lirs', 11), ('HIT-SCIR', 11), ('ZinengTang', 10), ('sangmin6600', 10), ('5CD-AI', 10), ('webbigdata', 10), ('oshizo', 10), ('flyshoppa', 10), ('coldfir3', 10), ('WizardLMTeam', 10), ('TriadParty', 10), ('mistral-community', 10), ('VietAI', 10), ('byeongal', 10), ('yandex', 10), ('AITeamVN', 10), ('yehzw', 10), ('d0rj', 10), ('Kyrmasch', 10), ('BatuhanYilmaz', 10), ('codeparrot', 10), ('IndexTeam', 10), ('WhiteRabbitNeo', 10), ('karakuri-ai', 10), ('OpenLLM-France', 10), ('mlfoundations', 10), ('guillaumekln', 10), ('NovelAI', 10), ('HaninZ', 9), ('DreamingBumblebee', 9), ('fishaudio', 9), ('stockmark', 9), ('2121-8', 9), ('transhumanist-already-exists', 9), ('khalidalt', 9), ('nie3e', 9), ('Lajavaness', 9), ('NCSOFT', 9), ('aiola', 9), ('jcr987', 9), ('dkleczek', 9), ('MBZUAI-Paris', 9), ('Azurro', 9), ('soketlabs', 9), ('GermanT5', 9), ('alex6095', 8), ('Rakuten', 8), ('PocketDoc', 8), ('refactai', 8), ('frankminors123', 8), ('bigscience-data', 8), ('XiaoduoAILab', 8), ('vgaraujov', 8), ('Motif-Technologies', 8), ('gywy', 8), ('Motahar', 8), ('Maltehb', 8), ('Parallia', 8), ('U4R', 8), ('shenzhi-wang', 8), ('skang187', 8), ('guipenedo', 8), ('dangvantuan', 8), ('mlburnham', 8), ('Jacaranda', 7), ('isaacus', 7), ('CofeAI', 7), ('naclbit', 7), ('a8cheng', 7), ('rosimeirecosta', 7), ('Jean-Baptiste', 7), ('sanmaro6803', 7), ('aeonium', 7), ('nosuchjihyun', 7), ('eduagarcia', 7), ('defog', 7), ('fireworks-ai', 7), ('verissimomanoel', 7), ('antebe', 7), ('metterian', 7), ('agemagician', 7), ('phucdev', 6), ('ContactDoctor', 6), ('primeline', 6), ('blaze999', 6), ('XiaHan19', 6), ('codesage', 6), ('Joemgu', 6), ('MILVLG', 6), ('lelapa', 6), ('marcelbinz', 6), ('WisdomShell', 6), ('asaoka', 6), ('dlwh', 6), ('asi', 6), ('bosonai', 6), ('Tweeties', 6), ('metga97', 6), ('vaiv', 6), ('SUSTech', 6), ('t-bank-ai', 6), ('mbien', 6), ('ghost-x', 6), ('naver-hyperclovax', 6), ('clapAI', 6), ('Dr-BERT', 6), ('CISCai', 5), ('bmd1905', 5), ('truongpdd', 5), ('22h', 5), ('UW', 5), ('robot-test', 5), ('Ornaments', 5), ('gogamza', 5), ('pkshatech', 5), ('llm-blender', 5), ('tokkilab', 5), ('NOVA-vision-language', 5), ('efwkjn', 5), ('DAMO-NLP-MT', 5), ('bobboyms', 5), ('AswiN037', 5), ('mosaicml', 5), ('SaiedAlshahrani', 5), ('setu4993', 5), ('tuner007', 4), ('helmo', 4), ('intervitens', 4), ('openGPT-X', 4), ('imthanhlv', 4), ('hmellor', 4), ('vivo-ai', 4), ('Infinigence', 4), ('ken11', 4), ('Lahad', 4), ('YxZhang', 4), ('EbanLee', 4), ('aigcode', 4), ('LennartKeller', 4), ('blastwind', 4), ('watashiha', 4), ('bigscience-catalogue-data-dev', 4), ('rccmsu', 4), ('sappho192', 4), ('JINIAC-competition', 4), ('joeddav', 4), ('alvanlii', 4), ('AmoooEBI', 4), ('thhaus', 3), ('EuroBERT', 3), ('sbmaruf', 3), ('staka', 3), ('inu-ai', 3), ('justheuristic', 3), ('YukiTomita-CC', 3), ('bxod', 3), ('muntasir2000', 3), ('adept', 3), ('OpenMEDLab', 3), ('wubingheng', 3), ('K024', 3), ('NLPBada', 3), ('daotc2', 3), ('Llamacha', 3), ('alexyalunin', 3), ('chflame163', 3), ('common-pile', 3), ('geniacllm', 3), ('rifatul123', 3), ('selimc', 3), ('bkai-foundation-models', 3), ('aejion', 3), ('NovaSearch', 3), ('K-intelligence', 3), ('Scurgery', 3), ('mmcarpi', 2), ('Twitter', 2), ('levuloihust', 2), ('Fugaku-LLM', 2), ('starvector', 2), ('kredor', 2), ('kz-transformers', 2), ('replit', 2), ('kd-shared', 2), ('lakhahqh', 2), ('cariai', 2), ('42dot', 2), ('NtDNlp', 2), ('Norm', 2), ('Viet-Mistral', 2), ('uitnlp', 2), ('Musixmatch', 2), ('Almawave', 2), ('michal-stefanik', 2), ('root4', 2), ('cchlg', 2), ('eryk-mazus', 2), ('hatakeyama-llm-team', 2), ('Tanhim', 2), ('yrezehi', 2), ('tarteel-ai', 2), ('DDSC', 2), ('INX-TEXT', 2), ('DeepESP', 2), ('bluexmas', 2), ('LR-AI-Labs', 2), ('germanjke', 2), ('msu-rcc-lair', 1), ('dbddv01', 1), ('TWO', 1), ('yellowback', 1), ('lgienapp', 1), ('devtorry', 1), ('SecurityXuanwuLab', 1), ('dartags', 1), ('iiiorg', 1), ('TUM', 1), ('AlexKay', 1), ('saltlux', 1), ('human-centered-summarization', 1), ('quanticuz', 1), ('papluca', 1), ('sesame', 1), ('J-Mourad', 1), ('hyunwoo3235', 1), ('rodrigo-pedro', 1), ('maya-multimodal', 1), ('Community-LM', 1), ('SpirinEgor', 1), ('celiolarcher', 1), ('zh-tw-llm-dv-dv', 1), ('jvamvas', 1), ('mehrdadnd', 1), ('iHealthGroup', 1), ('dichspace', 1), ('Daoguang', 1), ('mtheo', 1), ('seidel', 1), ('datificate', 1), ('Navid-AI', 1), ('AoiKazama', 1), ('team-hatakeyama-phase2', 1), ('langtech-languagemodeling', 1)]\n" ] } ], "source": [ "from collections import defaultdict\n", "author_count = defaultdict(lambda: 0)\n", "\n", "blacklisted_terms = ['gguf', 'onnx', 'awq', 'gptq', '4bit', '4-bit', '8bit', '8-bit']\n", "\n", "with open(f'data/top_authors_excluding_pt_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " author = model['id'].split('/')[0]\n", " author_count[author] += 1\n", "author_count = dict(author_count)\n", "\n", "author_count = sorted(author_count.items(), key=lambda x: x[1], reverse=True)\n", "print(author_count)" ] }, { "cell_type": "code", "execution_count": 83, "id": "127a6603", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing models: 32552it [00:00, 68626.95it/s]\n", "Processing models: 27021it [00:00, 61144.55it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Total models: 59573\n", "Models with valid tokenizer: 28503\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "valid_tokenizer_files = set(['tokenizer.json', 'tokenizer_config.json', 'vocab.txt', 'vocab.json', 'merges.txt', 'sentencepiece.bpe.model', 'spiece.model'])\n", "\n", "\n", "already_processed_models = set()\n", "for file in glob.glob('data/models_to_search_*.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "open('data/2_models_to_search.jsonl', 'w').close()\n", "\n", "total = 0\n", "count_has_valid_tokenizer = 0\n", "with open('data/top_authors_excluding_pt_2.jsonl', 'r') as f, open('data/2_models_to_search.jsonl', 'a') as f_out:\n", " for line in tqdm(f, desc='Processing models'):\n", " total += 1\n", " model = json.loads(line)\n", " if model['id'] in already_processed_models:\n", " continue\n", " already_processed_models.add(model['id'])\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " author = model['id'].split('/')[0]\n", " if author in blacklisted_authors:\n", " continue\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " if sibling['rfilename'] in valid_tokenizer_files:\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " count_has_valid_tokenizer += 1\n", " f_out.write(line)\n", "\n", "with open('data/all_models_pt_filtered_2.jsonl', 'r') as f, open('data/2_models_to_search.jsonl', 'a') as f_out:\n", " for line in tqdm(f, desc='Processing models'):\n", " total += 1\n", " model = json.loads(line)\n", " if model['id'] in already_processed_models:\n", " continue\n", " already_processed_models.add(model['id'])\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " author = model['id'].split('/')[0]\n", " if author in blacklisted_authors:\n", " continue\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " if sibling['rfilename'] in valid_tokenizer_files:\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " count_has_valid_tokenizer += 1\n", " f_out.write(line)\n", "\n", "\n", "print(f'Total models: {total}')\n", "print(f'Models with valid tokenizer: {count_has_valid_tokenizer}')" ] }, { "cell_type": "code", "execution_count": 84, "id": "765e3da6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "28503" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_has_valid_tokenizer" ] }, { "cell_type": "code", "execution_count": 85, "id": "53975c69", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14049\n" ] } ], "source": [ "files_searched = set()\n", "for file in glob.glob('data/files_metadata_*.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "files_to_search = []\n", "with open('data/2_models_to_search.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " files = [filedata['rfilename'] for filedata in model['siblings'] if check_file(filedata['rfilename'])]\n", " for file in files:\n", " if model_name + '/' + file not in files_searched:\n", " files_to_search.append({\n", " 'model': model_name,\n", " 'file': file\n", " })\n", " files_searched.add(model_name + '/' + file)\n", "\n", "print(len(files_to_search))" ] }, { "cell_type": "code", "execution_count": 86, "id": "392fd213", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing files: 100%|██████████| 14049/14049 [03:35<00:00, 65.19it/s]\n" ] } ], "source": [ "from multiprocessing import Pool\n", "from tqdm.auto import tqdm\n", "\n", "with Pool(processes=20) as pool:\n", " # Use imap instead of map to get results as they complete\n", " # This allows tqdm to update in real-time\n", " with open('data/files_metadata_12.jsonl', 'a') as f:\n", " for data in tqdm(pool.imap(process_file, files_to_search), \n", " total=len(files_to_search), \n", " desc=\"Processing files\"):\n", " if data:\n", " f.write(json.dumps(data, ensure_ascii=False) + '\\n')" ] }, { "cell_type": "code", "execution_count": 87, "id": "6bfa7aa7", "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "import json\n", "hash_to_group = {}\n", "group_to_models = defaultdict(set)" ] }, { "cell_type": "code", "execution_count": 88, "id": "fa64f470", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "104161\n" ] } ], "source": [ "model_to_hashes = defaultdict(set)\n", "\n", "for file in glob.glob('data/files_metadata_*.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", "\n", " if 'etag' in data:\n", " model_to_hashes[data['model']].add(data['etag'])\n", " if data.get('xet_file_data') and data['xet_file_data'].get('file_hash'):\n", " model_to_hashes[data['model']].add(data['xet_file_data']['file_hash'])\n", " hashes = get_hashes(data)\n", " for hash in hashes:\n", " model_to_hashes[data['model']].add(hash)\n", "\n", "print(len(model_to_hashes))" ] }, { "cell_type": "code", "execution_count": 89, "id": "c4cc74bf", "metadata": {}, "outputs": [], "source": [ "for file in glob.glob('data/models_to_search_*.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')" ] }, { "cell_type": "code", "execution_count": 102, "id": "0596323a", "metadata": {}, "outputs": [], "source": [ "model_list = []\n", "already_evaluated = set()\n", "\n", "for file in glob.glob('data/models_to_search_*.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", " already_evaluated.add(model['id'])\n", "\n", "for file in glob.glob('data/2_models_to_search.jsonl'):\n", " with open(file, 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", " #already_evaluated.add(model['id'])\n", "\n", "model_list.sort(key=lambda x: x[2])\n", "model_list.sort(key=lambda x: x[1], reverse=True)" ] }, { "cell_type": "code", "execution_count": 103, "id": "3062d637", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "23568\n", "14144\n" ] } ], "source": [ "for model_name, _, _ in model_list:\n", " if model_name not in model_to_hashes:\n", " #print(model_name)\n", " #hash_to_group[model_name] = model_name\n", " #group_to_models[hash_to_group[model_name]].add(model_name)\n", " continue\n", " hashes = model_to_hashes[model_name]\n", "\n", " for hash in hashes:\n", " if hash not in hash_to_group:\n", " hash_to_group[hash] = model_name\n", " group_to_models[hash_to_group[hash]].add(model_name)\n", "\n", "print(len(hash_to_group))\n", "print(len(group_to_models))" ] }, { "cell_type": "code", "execution_count": 104, "id": "33fcddec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'trillionlabs/Gravity-MoE-16.2B-A3.2B'" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_name" ] }, { "cell_type": "code", "execution_count": 105, "id": "ba9935b7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "75961\n", "1735\n" ] } ], "source": [ "dedup_models = set()\n", "black_list = {}\n", "\n", "for model_id, _, _ in model_list:\n", " if model_id not in group_to_models:\n", " continue\n", " \n", " add_to_black_list = False\n", "\n", " if model_id in black_list:\n", " add_to_black_list = True\n", "\n", " reason = None\n", " if not add_to_black_list:\n", " for sub_model_name in group_to_models[model_id]:\n", " if sub_model_name in black_list:\n", " reason = sub_model_name\n", " add_to_black_list = True\n", " break\n", " if sub_model_name in dedup_models:\n", " reason = sub_model_name\n", " add_to_black_list = True\n", " break\n", "\n", " if not add_to_black_list:\n", " dedup_models.add(model_id)\n", " else:\n", " if model_id not in black_list:\n", " black_list[model_id] = reason\n", "\n", " for sub_model_name in group_to_models[model_id]:\n", " if sub_model_name not in dedup_models and sub_model_name not in black_list and sub_model_name != model_id:\n", " black_list[sub_model_name] = model_id\n", "\n", "print(len(black_list))\n", "print(len(dedup_models))" ] }, { "cell_type": "code", "execution_count": 106, "id": "87e4e1ff", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'shibing624/parrots-chinese-roberta-wwm-ext-large',\n", " 'LSX-UniWue/LLaMmlein_7B_chat',\n", " 'facebook/mms-tts-adj',\n", " 'FourOhFour/Crispy_Crab_4B',\n", " 'facebook/mms-tts-txq',\n", " 'facebook/mms-tts-mbz',\n", " 'facebook/mms-tts-bbc',\n", " 'facebook/mms-tts-war',\n", " 'facebook/mms-tts-tav',\n", " 'facebook/mms-tts-emp',\n", " 'facebook/mms-tts-xtn',\n", " 'WisdomShell/Shell-7B',\n", " 'facebook/mms-tts-gil',\n", " 'facebook/mms-tts-kdn',\n", " 'facebook/mms-tts-moz',\n", " 'alea-institute/kl3m-004-correction-001',\n", " 'facebook/mms-tts-ljp',\n", " 'Jarbas/m2v-256-distiluse-base-multilingual-cased-v2',\n", " 'sdadas/polish-reranker-large-ranknet',\n", " 'Jarbas/m2v-256-roberta-large-bne',\n", " 'facebook/mms-tts-yba',\n", " 'facebook/mms-tts-bba',\n", " 'facebook/mms-tts-kml',\n", " 'facebook/mms-tts-far',\n", " 'facebook/mms-tts-hig',\n", " 'minpeter/QLoRA-Llama-3.2-1B-chatml-tool-v1',\n", " 'facebook/mms-tts-shn',\n", " 'facebook/mms-tts-acf',\n", " 'facebook/mms-tts-cwa',\n", " 'facebook/mms-tts-ess',\n", " 'facebook/mms-tts-che',\n", " 'sanchit-gandhi/flax-wav2vec2-ctc-spgispeech-baseline',\n", " 'facebook/mms-tts-pps',\n", " 'facebook/mms-tts-tue',\n", " 'facebook/mms-tts-cso',\n", " 'Mursel/llama3.1_8B-Fine-tuned',\n", " 'facebook/mms-tts-slu',\n", " 'facebook/mms-tts-min',\n", " 'facebook/mms-tts-miz',\n", " 'cahya/wav2vec2-large-xlsr-basque',\n", " 'facebook/mms-tts-xrb',\n", " 'numen-tech/rocket-3B-w4a16g128asym',\n", " 'facebook/mms-tts-tap',\n", " 'facebook/mms-tts-lom',\n", " 'facebook/mms-tts-kvn',\n", " 'facebook/wav2vec2-base-10k-voxpopuli-ft-ro',\n", " 'eduagarcia-temp/juju_roberta_3_4',\n", " 'Xiaojian9992024/IFeelSoSprunki-8B-Llama3.1',\n", " 'facebook/mms-tts-mjl',\n", " 'facebook/mms-tts-hat',\n", " 'flexitok/reindexed-common-pile-comma-v0.1',\n", " 'facebook/mms-tts-hns',\n", " 'flexitok/bpe_vie_Latn_32000',\n", " 'HiTZ/judge-eus',\n", " 'facebook/mms-tts-msy',\n", " 'facebook/mms-tts-nin',\n", " 'marianaossilva/LitBERT-CRF',\n", " 'facebook/mms-tts-tmf',\n", " 'alinerodrigues/wav2vec2-large-xlsr-coraa-words-exp-1-v2',\n", " 'KoichiYasuoka/RakutenAI-7B-char-upos',\n", " 'facebook/mms-tts-klv',\n", " 'facebook/mms-tts-cbu',\n", " 'flexitok/bpe_fas_Arab_32000',\n", " 'evolveon/Qwen3-8B-abliterated',\n", " 'facebook/mms-tts-tca',\n", " 'mgoin/Hermes-2-Pro-Llama-3-8B-Marlin',\n", " 'voidful/Llama-Breeze2-8B-Instruct-text-only',\n", " 'vladjr/albert-teste',\n", " 'joaoalvarenga/wav2vec2-large-xlsr-portuguese',\n", " 'g-assismoraes/gemma-1b-it-porsimples',\n", " 'facebook/mms-tts-nag',\n", " 'facebook/mms-tts-cfm',\n", " 'facebook/mms-tts-eza',\n", " 'facebook/mms-tts-hlt',\n", " 'Zuellni/DeepSeek-R1-Distill-Qwen-14B-4.5bpw-exl2',\n", " 'facebook/mms-tts-mnk',\n", " 'facebook/mms-tts-guc',\n", " 'facebook/mms-tts-nas',\n", " 'facebook/mms-tts-mgh',\n", " 'facebook/mms-tts-mej',\n", " 'facebook/mms-tts-gso',\n", " 'LongshenOu/m2m_ft',\n", " 'nicholasKluge/TeenyTinyLlama-460m-Chat',\n", " 'eunyounglee/EEVE-LLM2Vec-MNTP-1',\n", " 'voidful/whisper-small-zh-hk',\n", " 'facebook/mms-tts-tzh-dialect_tenejapa',\n", " 'Jarbas/m2v-256-multilingual-e5-small',\n", " 'facebook/mms-tts-rej',\n", " 'facebook/mms-tts-kao',\n", " 'flexitok/bpe_tur_Latn_32000',\n", " 'princepride/init_teach_llm',\n", " 'facebook/mms-tts-mhi',\n", " 'facebook/mms-tts-ded',\n", " 'facebook/mms-tts-toh',\n", " 'facebook/mms-tts-kdh',\n", " 'facebook/mms-tts-crk-script_syllabics',\n", " 'vgaraujov/bart-base-spanish-sqac',\n", " 'brunopio/glm-edge-1.5b-chat-nbits4-GS64-Axis1-HQQ-T',\n", " 'facebook/mms-tts-knk',\n", " 'Jarbas/m2v-256-xlm-roberta-large-finetuned-conll03-german',\n", " 'facebook/mms-tts-ban',\n", " 'mgoin/Meta-Llama-3-8B-Instruct-Marlin',\n", " 'estrogen/Bigger-Body-8b-ep1',\n", " 'GroNLP/wav2vec2-large-xlsr-53-ft-cgn',\n", " 'jpacifico/Distilucie-7B-Math-Instruct-DPO-v0.1',\n", " 'facebook/mms-tts-caa',\n", " 'facebook/mms-tts-tes',\n", " 'facebook/mms-tts-agn',\n", " 'facebook/mms-tts-kum',\n", " 'facebook/mms-tts-kab',\n", " 'caiocrocha/wav2vec2-large-xlsr-53-phoneme-portuguese',\n", " 'facebook/mms-tts-pjt',\n", " 'Tais/wav2vec2-large-xls-r-300m-tr-colab',\n", " 'AlexHung29629/llama-3-bpe-model',\n", " 'facebook/mms-tts-pau',\n", " 'facebook/mms-tts-mor',\n", " 'facebook/mms-tts-cnh',\n", " 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'facebook/mms-tts-unr',\n", " 'facebook/mms-tts-isl',\n", " 'facebook/mms-tts-awa',\n", " 'AdrienB134/ColBERTv1.0-BERTugues-base-portuguese-mmarcoPT',\n", " 'facebook/mms-tts-did',\n", " 'facebook/mms-tts-jen',\n", " 'facebook/mms-tts-rop',\n", " 'facebook/mms-tts-dik',\n", " 'sanchit-gandhi/flax-wav2vec2-ctc-gs-black-box',\n", " 'facebook/mms-tts-mpg',\n", " 'facebook/mms-tts-dts',\n", " 'facebook/mms-tts-mam-dialect_northern',\n", " 'facebook/mms-tts-bjv',\n", " 'voidful/bert-base-uncased-phone-bpe',\n", " 'HIT-SCIR/huozi-7b-rlhf',\n", " 'facebook/mms-tts-cla',\n", " 'JJhooww/Classificador_de_prompt',\n", " 'facebook/mms-tts-mil',\n", " 'facebook/mms-tts-suv',\n", " 'facebook/mms-tts-mai',\n", " 'beyoru/firefly_sesame',\n", " 'facebook/mms-tts-tmc',\n", " 'facebook/mms-tts-wba',\n", " 'facebook/mms-tts-mhy',\n", " 'facebook/mms-tts-kyu',\n", " 'sdadas/polish-gpt2-medium',\n", " 'facebook/mms-tts-byr',\n", " 'facebook/mms-tts-bgt',\n", " 'facebook/mms-tts-lzz',\n", " 'facebook/mms-tts-gbi',\n", " 'mrm8488/flaubert-small-finetuned-movie-review-sentiment-analysis',\n", " 'minishlab/M2V_base_glove',\n", " 'facebook/mms-tts-kir',\n", " 'facebook/mms-tts-nca',\n", " 'adalberto-temp/clip-aligned',\n", " 'facebook/mms-tts-mdv',\n", " 'facebook/mms-tts-med',\n", " 'Jarbas/m2v-256-bertinho-gl-base-cased',\n", " 'facebook/mms-tts-akp',\n", " 'facebook/mms-tts-wal-script_latin',\n", " 'Zeta-DGC/Zeta-1',\n", " 'matsano/medgemma-4b-it-sft-lora-ptbr-report',\n", " 'EleutherAI/deep-ignorance-random-init',\n", " 'abdulmannan-01/Llama-3.2-1b-finetuned-for-json-generation',\n", " 'm3hrdadfi/wav2vec2-large-xlsr-icelandic',\n", " 'facebook/mms-tts-twu',\n", " 'KoichiYasuoka/llm-jp-1.3b-ud-causal',\n", " 'YWZBrandon/openai-gsm8k_meta-llama-Llama-3.2-3B_2e-5_500vocab',\n", " 'jncraton/Meta-Llama-3-8B-Instruct-ct2-int8',\n", " 'facebook/mms-tts-kpq',\n", " 'facebook/mms-tts-mpp',\n", " 'facebook/mms-tts-ilb',\n", " 'facebook/mms-tts-mrw',\n", " 'facebook/mms-tts-ruf',\n", " 'sanchit-gandhi/wav2vec2_ctc_swb_tokenizer',\n", " 'facebook/mms-tts-tee',\n", " 'facebook/mms-tts-nlg',\n", " 'eunyounglee/mBART_translator_kobart_2',\n", " 'Zuellni/Lumimaid-v0.2-12B-5.0bpw-exl2',\n", " 'facebook/mms-tts-xsm',\n", " 'facebook/mms-tts-sey',\n", " 'facebook/mms-tts-mqf',\n", " 'facebook/mms-tts-icr',\n", " 'facebook/mms-tts-geb',\n", " 'facebook/mms-tts-mcq',\n", " 'facebook/mms-tts-rmo',\n", " 'facebook/mms-tts-pbb',\n", " 'AlexHung29629/test_mllama_11B_v11',\n", " 'facebook/mms-tts-mip',\n", " 'deepdml/wav2vec2-large-xls-r-300m-basque',\n", " 'Guilherme34/Guilherme34glm_flash_lora-finishing',\n", " 'facebook/mms-tts-txu',\n", " 'facebook/mms-tts-qxn',\n", " 'gghfez/Mistral-Large-2407-LongCoT',\n", " 'facebook/mms-tts-bht',\n", " 'facebook/mms-tts-cok',\n", " 'facebook/mms-tts-gum',\n", " 'facebook/mms-tts-hnn',\n", " 'facebook/mms-tts-mzk',\n", " 'facebook/mms-tts-mam-dialect_western',\n", " 'facebook/mms-tts-dwr',\n", " 'mrm8488/CodeGPT-small-finetuned-python-token-completion',\n", " 'LLMDH/350m_treasoning_rl',\n", " 'facebook/mms-tts-ood',\n", " 'facebook/mms-tts-kay',\n", " 'facebook/mms-tts-pce',\n", " 'facebook/mms-tts-kqr',\n", " 'mrm8488/wav2vec2-large-xlsr-53-ukrainian',\n", " 'facebook/mms-tts-nuz',\n", " 'classla/wav2vec2-xls-r-juznevesti-sr',\n", " 'facebook/mms-tts-krl',\n", " 'facebook/mms-tts-gux',\n", " 'heegyu/kodialogpt-v0',\n", " 'facebook/mms-tts-omw',\n", " 'facebook/mms-tts-ixl-dialect_sangasparchajul',\n", " 'facebook/mms-tts-urd-script_devanagari',\n", " 'facebook/mms-tts-ory',\n", " 'facebook/mms-tts-qvw',\n", " 'pcuenq/wav2vec2-large-xlsr-53-es',\n", " 'facebook/mms-tts-gbm',\n", " 'facebook/mms-tts-lgl',\n", " 'facebook/mms-tts-xte',\n", " 'mrm8488/dollcerberoom',\n", " 'facebook/mms-tts-swe',\n", " 'cnmoro/nomic-embed-text-v2-moe-distilled-high-quality',\n", " 'facebook/mms-tts-usp',\n", " 'flexitok/unigram_tur_Latn_32000',\n", " 'facebook/mms-tts-maz',\n", " 'facebook/mms-tts-kyq',\n", " 'facebook/mms-tts-xsu',\n", " 'facebook/mms-tts-bts',\n", " 'facebook/mms-tts-kru',\n", " 'sanchit-gandhi/flax-wav2vec2-ctc-voxpopuli-black-box-30s',\n", " 'facebook/mms-tts-tbc',\n", " 'mgoin/llama-2-7b-chat-quant-nodown-ds',\n", " 'facebook/mms-tts-twb',\n", " 'lgris/wav2vec2-xls-r-gn-cv7',\n", " 'KnutJaegersberg/galactica-orca-wizardlm-1.3b',\n", " 'facebook/mms-tts-zpm',\n", " 'facebook/mms-tts-zim',\n", " 'facebook/mms-tts-nnb',\n", " 'facebook/mms-tts-evn',\n", " 'facebook/mms-tts-inb',\n", " 'facebook/wav2vec2-base-10k-voxpopuli-ft-hu',\n", " 'facebook/mms-tts-guq',\n", " 'cahya/wav2vec2-large-xlsr-turkish',\n", " 'iagoalves/llama_dialect',\n", " 'facebook/mms-tts-ami',\n", " 'kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C1-full_context',\n", " 'facebook/mms-tts-pad',\n", " 'facebook/mms-tts-gag-script_cyrillic',\n", " 'Kaoeiri/MS-Hempantheonsel-Mull-v5x1.8RP-Cydonia-vXXX-24B-12',\n", " 'facebook/mms-tts-pir',\n", " 'facebook/mms-tts-qxr',\n", " 'Emova-ollm/Meta-Llama-3.1-8B-Instruct_add_speech_token_4096_nostrip-2',\n", " 'facebook/mms-tts-rhg',\n", " 'knowledgator/retrico-lm-gemma4-grpo-2b',\n", " 'facebook/mms-tts-enx',\n", " 'maywell/Yi-Ko-34B-Instruct',\n", " 'facebook/mms-tts-tdj',\n", " 'facebook/mms-tts-ncu',\n", " 'facebook/mms-tts-ktb',\n", " 'facebook/mms-tts-pse',\n", " 'mrm8488/Mistral-7B-v0.1-sys-inst',\n", " 'facebook/mms-tts-qvc',\n", " 'facebook/mms-tts-apb',\n", " 'facebook/mms-tts-kyo',\n", " 'devngho/llama-ablation-large-korean-corpus-jamo',\n", " 'facebook/mms-tts-lem',\n", " 'saneowl/llama-3b-random',\n", " 'facebook/mms-tts-mos',\n", " 'BryanBizzAI/wav2vec2-large-xls-r-300m-portuguese-colab',\n", " 'mrm8488/wav2vec2-large-xls-r-300m-spanish',\n", " 'facebook/mms-tts-tuk-script_arabic',\n", " 'facebook/mms-tts-mnx',\n", " 'facebook/mms-tts-jam',\n", " 'OpenBuddy/openbuddy-falcon3-10b-v24.1-200k',\n", " 'facebook/mms-tts-lat',\n", " 'sanchit-gandhi/flax-wav2vec2-ctc-earnings22-baseline',\n", " 'BAAI/OPI-Galactica-6.7B',\n", " 'golaxy/gogpt-7b-bloom',\n", " 'facebook/mms-tts-tuo',\n", " 'GabrielCD01/wav2vec2-ptbr-v1',\n", " 'facebook/mms-tts-tnk',\n", " 'facebook/mms-tts-wap',\n", " 'ctu-aic/deberta-v3-large-AVeriTeC-nli',\n", " 'facebook/mms-tts-cbs',\n", " 'faridlazuarda/valadapt-llama-3.1-8B-it-arabic',\n", " 'minpeter/Llama-3.2-1B-AlternateTokenizer-tool-chatml',\n", " 'facebook/mms-tts-lob',\n", " 'facebook/mms-tts-zao',\n", " 'facebook/mms-tts-tlb',\n", " 'robsonrtp/nllb-umbundu-pt',\n", " 'heegyu/llama-3.2-Korean-Bllossom-3B-vision-expanded',\n", " 'mrm8488/bloomz-7b1-mt-ft-alpaca',\n", " 'facebook/mms-tts-dar',\n", " 'facebook/mms-tts-bsc',\n", " 'facebook/mms-tts-urd-script_latin',\n", " 'DeepMount00/Italian-ModernBERT-base',\n", " 'facebook/mms-tts-ctd',\n", " 'Jarbas/m2v-256-roberta-base-ca-v2-cased-tc',\n", " 'medtalkai/Mistral-Nemo-Instruct-Clinical-040225',\n", " 'facebook/mms-tts-law',\n", " 'alea-institute/kl3m-doc-micro-uncased-001',\n", " 'hon9kon9ize/wav2vec2bert-jyutping',\n", " 'Jarbas/faster-whisper-medium-pt-cv13',\n", " 'facebook/mms-tts-quc-dialect_east',\n", " 'microsoft/unispeech-1350-en-90-it-ft-1h',\n", " 'facebook/mms-tts-lef',\n", " 'knowledgator/gliclass-modern-base-v3.0',\n", " 'facebook/mms-tts-udu',\n", " 'Sakalti/kanide.ai',\n", " 'facebook/mms-tts-tih',\n", " 'facebook/mms-tts-ben',\n", " ...}" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dedup_models" ] }, { "cell_type": "code", "execution_count": 107, "id": "13648297", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "510\n" ] } ], "source": [ "model_to_eval_list = []\n", "\n", "filter_out_list = ['mms', 'byt5', 'wav2vec']\n", "\n", "for model_id, _, _ in model_list:\n", " if model_id not in dedup_models:\n", " continue\n", " if model_id in already_evaluated:\n", " continue\n", " if any(term in model_id for term in filter_out_list):\n", " continue\n", " model_to_eval_list.append(model_id)\n", "\n", "print(len(model_to_eval_list))" ] }, { "cell_type": "code", "execution_count": 108, "id": "f1f0e7fd", "metadata": {}, "outputs": [], "source": [ "model_to_eval_list.sort()\n", "with open('data/models_to_eval_2_2.txt', 'w') as f:\n", " for m in model_to_eval_list:\n", " f.write(m + '\\n')" ] }, { "cell_type": "markdown", "id": "9b65cb9e", "metadata": {}, "source": [ "# Get top authors 2/3" ] }, { "cell_type": "code", "execution_count": 16, "id": "3936c714", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching 158 files: 100%|██████████| 158/158 [00:00<00:00, 2344.00it/s]\n", "Fetching 8232 files: 100%|██████████| 8232/8232 [00:03<00:00, 2481.86it/s]\n", "Building tokenizer hash cache: 100%|██████████| 8231/8231 [00:00<00:00, 11648.80it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "load_all_model_results already_processed_files: 0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Loading results files: 100%|██████████| 8231/8231 [00:14<00:00, 578.06it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processing 8231 new models using vectorized calculations...\n", "Processed 115234 language overalls and 8231 multilingual overalls using vectorized operations\n", "Get overall summary total time: 48.03 seconds\n", "{'lang_overalls': model_key \\\n", "62034 devtest12_bullet-points-tokenizer_main \n", "52752 abletobetable_word-stress-tokenizer_main \n", "58016 broniy_bobai_wordpiece_tokenizer_main \n", "83538 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "83552 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "... ... \n", "86589 joelniklaus_legal-dutch-roberta-base_main \n", "86575 joelniklaus_legal-danish-roberta-base_main \n", "86813 joelniklaus_legal-slovak-roberta-base_main \n", "86827 joelniklaus_legal-slovenian-roberta-base_main \n", "86771 joelniklaus_legal-polish-roberta-base_main \n", "\n", " model revision \\\n", "62034 devtest12/bullet-points-tokenizer main \n", "52752 abletobetable/word-stress-tokenizer main \n", "58016 broniy/bobai_wordpiece_tokenizer main \n", "83538 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "83552 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "... ... ... \n", "86589 joelniklaus/legal-dutch-roberta-base main \n", "86575 joelniklaus/legal-danish-roberta-base main \n", "86813 joelniklaus/legal-slovak-roberta-base main \n", "86827 joelniklaus/legal-slovenian-roberta-base main \n", "86771 joelniklaus/legal-polish-roberta-base main \n", "\n", " subfolder _target_mode lang domain \\\n", "62034 False ar lang_overall \n", "52752 False ar lang_overall \n", "58016 False ar lang_overall \n", "83538 tokenizers/genes False ar lang_overall \n", "83552 tokenizers/label_expressions False ar lang_overall \n", "... ... ... ... ... \n", "86589 False zh lang_overall \n", "86575 False zh lang_overall \n", "86813 False zh lang_overall \n", "86827 False zh lang_overall \n", "86771 False zh lang_overall \n", "\n", " evaluation_type likes created_at ... \\\n", "62034 standard 0 2022-03-02T23:29:05+00:00 ... \n", "52752 standard 0 2023-05-07T06:38:11+00:00 ... \n", "58016 standard 0 2025-04-08T12:57:21+00:00 ... \n", "83538 standard 3 2025-06-24T12:07:01+00:00 ... \n", "83552 standard 3 2025-06-24T12:07:01+00:00 ... \n", "... ... ... ... ... \n", "86589 standard 2 2023-02-06T02:32:33+00:00 ... \n", "86575 standard 0 2023-02-06T00:13:23+00:00 ... \n", "86813 standard 1 2023-02-06T02:38:36+00:00 ... \n", "86827 standard 0 2023-02-06T02:38:43+00:00 ... \n", "86771 standard 2 2023-02-06T02:38:11+00:00 ... \n", "\n", " tokenizer_class tokenizer_algorithm tokenizer_implementation \\\n", "62034 RobertaTokenizerFast BPE Tokenizers \n", "52752 PreTrainedTokenizerFast Unigram Tokenizers \n", "58016 PreTrainedTokenizerFast WordPiece Tokenizers \n", "83538 BertTokenizerFast WordLevel Tokenizers \n", "83552 BertTokenizerFast WordLevel Tokenizers \n", "... ... ... ... \n", "86589 PreTrainedTokenizerFast BPE Tokenizers \n", "86575 PreTrainedTokenizerFast BPE Tokenizers \n", "86813 PreTrainedTokenizerFast BPE Tokenizers \n", "86827 PreTrainedTokenizerFast BPE Tokenizers \n", "86771 PreTrainedTokenizerFast BPE Tokenizers \n", "\n", " tokenizer_config_hash benchmark_file_hash \\\n", "62034 c636ee60d0f41cfbb445818c1133b608 \n", "52752 76f967c555c40e7d15a9cc36a2f42ada \n", "58016 4e59f7b27d6a05a92cce3fa800593c50 \n", "83538 6a7c5029119598b1c2eb292774a2075a \n", "83552 a5ace22a6c59e6dfd302c7c47fd8ef1a \n", "... ... ... \n", "86589 64021433293bcfc831cc6ba74413849c \n", "86575 0f47fd04739a8130f37b676eb1eb8b47 \n", "86813 4fc1625e3b94893af753b10d319db10c \n", "86827 907d28caaf2a793c93837281f04d8050 \n", "86771 16d3a9d3ae5fbb2ce8fa5e1fe9ac4b2e \n", "\n", " evaluation_date reference \\\n", "62034 2025-07-14T02:18:45.876959+00:00 False \n", "52752 2025-07-14T02:38:18.960358+00:00 False \n", "58016 2025-07-14T02:32:25.151945+00:00 False \n", "83538 2025-07-13T19:06:51.387896+00:00 False \n", "83552 2025-07-13T19:06:45.615266+00:00 False \n", "... ... ... \n", "86589 2025-07-12T21:39:40.245341+00:00 False \n", "86575 2025-07-12T21:33:26.013509+00:00 False \n", "86813 2025-07-12T21:31:46.811203+00:00 False \n", "86827 2025-07-12T21:35:37.684432+00:00 False \n", "86771 2025-07-12T21:34:17.404360+00:00 False \n", "\n", " sha downloads_all_time parity_en \n", "62034 3cf4a7bb481353ce21979a3f916622afe8425d36 0 0.001 \n", "52752 3b1e3bb45ccbb2ce26641645ed4baee6607321ea 0 0.025 \n", "58016 d22c1559d33672fe14342b23640b4062d47bd083 0 0.025 \n", "83538 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.025 \n", "83552 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.025 \n", "... ... ... ... \n", "86589 d278d82978ea362ebd714a4b0a59645de27ee670 487 3.647 \n", "86575 0c2ac41b54d9b3d76c6444ee63a994667d80c33d 361 3.647 \n", "86813 746226deeb725f618dfb42aebc42d0105af94639 465 3.648 \n", "86827 12541909cafbde87de5da57f837644b2eaa2eaf9 433 3.648 \n", "86771 caba9447a1eba772e623b5c5850345b8d2e05372 484 3.648 \n", "\n", "[115234 rows x 37 columns], 'multilingual_overall': model_key \\\n", "4144 broniy_bobai_wordpiece_tokenizer_main \n", "8030 wesleywt_protein_bert_tokenizer_fast_main \n", "8029 wesleywt_distilbert_prot_tok_fast_main \n", "5967 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "5968 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "... ... \n", "4600 facebook_mms-tts-mon_main \n", "4480 dominguesm_tiny-random-canarim_main \n", "7678 stas_tiny-random-llama-2_main \n", "7940 utrobinmv_tts_ru_free_hf_vits_low_multispeaker... \n", "8042 xinliu_w2v-bert-2.0-mongolian-colab-CV16.0_main \n", "\n", " model revision \\\n", "4144 broniy/bobai_wordpiece_tokenizer main \n", "8030 wesleywt/protein_bert_tokenizer_fast main \n", "8029 wesleywt/distilbert_prot_tok_fast main \n", "5967 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "5968 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "... ... ... \n", "4600 facebook/mms-tts-mon main \n", "4480 dominguesm/tiny-random-canarim main \n", "7678 stas/tiny-random-llama-2 main \n", "7940 utrobinmv/tts_ru_free_hf_vits_low_multispeaker main \n", "8042 xinliu/w2v-bert-2.0-mongolian-colab-CV16.0 main \n", "\n", " subfolder _target_mode lang domain \\\n", "4144 False all multilingual_overall \n", "8030 False all multilingual_overall \n", "8029 False all multilingual_overall \n", "5967 tokenizers/genes False all multilingual_overall \n", "5968 tokenizers/label_expressions False all multilingual_overall \n", "... ... ... ... ... \n", "4600 False all multilingual_overall \n", "4480 False all multilingual_overall \n", "7678 False all multilingual_overall \n", "7940 False all multilingual_overall \n", "8042 False all multilingual_overall \n", "\n", " evaluation_type likes created_at ... \\\n", "4144 standard 0 2025-04-08T12:57:21+00:00 ... \n", "8030 standard 0 2022-10-28T13:07:04+00:00 ... \n", "8029 standard 0 2022-11-01T05:37:35+00:00 ... \n", "5967 standard 3 2025-06-24T12:07:01+00:00 ... \n", "5968 standard 3 2025-06-24T12:07:01+00:00 ... \n", "... ... ... ... ... \n", "4600 standard 6 2023-09-01T17:04:32+00:00 ... \n", "4480 standard 1 2023-11-17T10:23:18+00:00 ... \n", "7678 standard 41 2023-11-14T19:53:20+00:00 ... \n", "7940 standard 18 2024-04-28T09:01:05+00:00 ... \n", "8042 standard 0 2024-05-23T04:25:47+00:00 ... \n", "\n", " tokenizer_class tokenizer_algorithm tokenizer_implementation \\\n", "4144 PreTrainedTokenizerFast WordPiece Tokenizers \n", "8030 BertTokenizerFast WordPiece Tokenizers \n", "8029 DistilBertTokenizerFast WordPiece Tokenizers \n", "5967 BertTokenizerFast WordLevel Tokenizers \n", "5968 BertTokenizerFast WordLevel Tokenizers \n", "... ... ... ... \n", "4600 VitsTokenizer CharLevel Transformers \n", "4480 LlamaTokenizerFast BPE Tokenizers \n", "7678 LlamaTokenizerFast BPE SentencePiece \n", "7940 VitsTokenizer CharLevel Transformers \n", "8042 Wav2Vec2CTCTokenizer CharLevel Transformers \n", "\n", " tokenizer_config_hash benchmark_file_hash \\\n", "4144 4e59f7b27d6a05a92cce3fa800593c50 \n", "8030 b55156ed14bdc832513b51848466caa9 \n", "8029 f6d17bd54b4690c74ac28b89b0e23b32 \n", "5967 6a7c5029119598b1c2eb292774a2075a \n", "5968 a5ace22a6c59e6dfd302c7c47fd8ef1a \n", "... ... ... \n", "4600 5bc66de8dd0f4b51e07d6ea423ce5ceb \n", "4480 2a7237118af5c40fddfb8bb531c7f97b \n", "7678 db3b4925fa45a29438fcef049797f035 \n", "7940 8a6605519de1434785da8b2687a60e00 \n", "8042 808678ebf42dd5bb245e85a319d346ba \n", "\n", " evaluation_date reference \\\n", "4144 2025-07-14T02:32:42.607010+00:00 False \n", "8030 2025-07-14T02:22:14.424755+00:00 False \n", "8029 2025-07-14T02:37:38.171441+00:00 False \n", "5967 2025-07-13T19:07:16.360563+00:00 False \n", "5968 2025-07-13T19:07:10.171465+00:00 False \n", "... ... ... \n", "4600 2025-07-13T04:58:14.204289+00:00 False \n", "4480 2025-07-13T02:08:21.262015+00:00 False \n", "7678 2025-07-13T18:38:37.041747+00:00 False \n", "7940 2025-07-13T04:36:06.824215+00:00 False \n", "8042 2025-07-13T06:32:06.703617+00:00 False \n", "\n", " sha downloads_all_time parity_en \n", "4144 d22c1559d33672fe14342b23640b4062d47bd083 0 0.021 \n", "8030 744744106e66fd1223f8742e4b48f249b9a44392 0 0.021 \n", "8029 44abbe54170684b25c7870e38a761c77d394499f 0 0.021 \n", "5967 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.021 \n", "5968 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.021 \n", "... ... ... ... \n", "4600 4079cfbea1b6c96b53316bfd20aa93f8a50dfc9d 2764 3.808 \n", "4480 0eda889c867c8ad1d825c63d6ea0ef8829d711b8 1643 4.302 \n", "7678 3579d71fd57e04f5a364d824d3a2ec3e913dbb67 23728 4.302 \n", "7940 98ed83ea277f2f88a15f1f1cf0a9380ce1715269 44942 5.070 \n", "8042 eaf3fb2a87f7223133351bb12e6aa8efc126ecfb 168 11.462 \n", "\n", "[8231 rows x 37 columns]}\n" ] } ], "source": [ "\n", "from tokenizer_evaluate import download_repos_once\n", "from results_aggregator import get_overall_summary\n", "\n", "benchmark_dir, results_dir, benchmark_file_hashes, vocab_hash_cache = download_repos_once()\n", "\n", "overall_summary = get_overall_summary(benchmark_dir, results_dir)\n", "print(overall_summary)" ] }, { "cell_type": "code", "execution_count": 19, "id": "54bdfbf3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['lang_overalls', 'multilingual_overall'])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overall_summary.keys()" ] }, { "cell_type": "code", "execution_count": 22, "id": "e898ee02", "metadata": {}, "outputs": [], "source": [ "already_evaluated = set(overall_summary['multilingual_overall']['model'].unique())" ] }, { "cell_type": "code", "execution_count": 23, "id": "76d4e635", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2149\n", "889\n" ] } ], "source": [ "dfs = [overall_summary['multilingual_overall']] + [overall_summary['lang_overalls'][overall_summary['lang_overalls']['lang'] == lang] for lang in overall_summary['lang_overalls']['lang'].unique()]\n", "\n", "max_models_per_block = 200\n", "models_to_search = set()\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.9) & (df['vocab_size'] < 70000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.5) & (df['vocab_size'] < 70000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.2) & (df['vocab_size'] < 70000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.9) & (df['vocab_size'] < 100000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.5) & (df['vocab_size'] < 100000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.2) & (df['vocab_size'] < 100000)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.9)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.5)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "\n", "for df in dfs:\n", " block_hashes = set()\n", " df_filtered = df[(df['unk_ratio'] < 0.05) & (df['reversible_ratio'] > 0.2)]\n", " df_filtered = df_filtered.sort_values(by=['fertility', 'likes'], ascending=[True, False])\n", " for i, row in df_filtered.iterrows():\n", " block_hashes.add(row['tokenizer_config_hash'])\n", " models_to_search.add(row['model'])\n", " if len(block_hashes) >= max_models_per_block:\n", " break\n", "\n", "\n", "print(len(models_to_search))\n", "\n", "top_authors = set()\n", "\n", "for model in models_to_search:\n", " author = model.split('/')[0]\n", " top_authors.add(author)\n", "\n", "print(len(top_authors))" ] }, { "cell_type": "code", "execution_count": 7, "id": "0cd03c34", "metadata": {}, "outputs": [], "source": [ "import json\n", "blacklisted_authors = {'timm', 'TheBloke', 'John6666', 'mlx-community', 'LoneStriker', 'huggingtweets', 'RichardErkhov', 'PrunaAI', 'sail-rvc', 'bigband', 'onnx-community', 'unsloth'}\n", "blacklisted_terms = {'8bit', 'gptq', 'awq', '8-bit', '4bit', '4-bit', 'gguf', 'onnx'}\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "c77f2e4f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "154\n" ] } ], "source": [ "\n", "authors_to_search = set()\n", "old_authors = set()\n", "\n", "with open(f'data/all_models_pt_filtered.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " author = model['id'].split('/')[0]\n", " old_authors.add(author)\n", "\n", "with open(f'data/top_authors_excluding_pt.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " author = model['id'].split('/')[0]\n", " old_authors.add(author)\n", "\n", "with open(f'data/top_authors_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " author = model['id'].split('/')[0]\n", " old_authors.add(author)\n", "\n", "with open(f'data/top_authors_3.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " author = model['id'].split('/')[0]\n", " old_authors.add(author)\n", "\n", "for author in top_authors:\n", " if author in blacklisted_authors:\n", " continue\n", " if author in old_authors:\n", " continue\n", " authors_to_search.add(author)\n", "\n", "print(len(authors_to_search))" ] }, { "cell_type": "code", "execution_count": 33, "id": "0693c937", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 889/889 [06:05<00:00, 2.43it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "22773\n", "{'Umean', 'Zhengping', 'paruljaindev', 'Heigke', 'RajaniRRao', 'rsalagame', 'ricerlu', 'bbozou', 'Xarbirus', 'feicheng', 'Pratikga', 'xiafei', 'JWLIEW', 'dumitrescustefan-org', 'deepakagrawal', 'edvinli', 'OpenGVLab', 'mszczesny', 'mv-23', 'TanuPR', 'cneerukonda', 'yipenglinoe', 'sam-marks', 'ernleite', 'shangxiaokang', 'odeds', 'ashailesh', 'DanaOsama', 'tyl5566', 'step-ai', 'EricHallahan', 'monicafdez', 'YakirY', 'zyaoj', 'jacksoncheng', 'manishps', 'Mike-zhang-00', 'Tomasio', 'suimu', 'kiyono', 'CharlieBoyer', 'bwang482', 'Readrid', 'taeyong-kim', 'Zhejiang-Lab', 'kylemin', 'Abhinav1Anand', 'aryason', 'rahulthapa84', 'ThuanPhong', 'ferran-espuna', 'LeahStructured', 'weiyunna', 'dannyyymak', 'Beilei518', 'lukaschen1', 'agents-course', 'JWBIAN', 'SSON9', 'sf-kbregula', 'andber', 'ylrani', 'DorinSht', 'apoorva900', 'rhachiuma', 'holylovenia', 'rcojocaru', 'kornwtp', 'MaTasty', 'Filip-Packan', 'Deepa', 'XuhanH', 'byshiue', 'HarryRabbit', 'vandrianova', 'BoboPangdee', 'jasonnvidia', 'universalner', 'liwii', 'ko-nifuramu-raku', 'MagedSaeed', 'arkc', 'fairyang', 'khdlr', 'xiongwang', 'jayrodge', 'atharsyed', 'h-sugi', 'rchaitra', 'TempoFunk', 'sd-dreambooth-library', 'littlebird13', 'dawood', 'ragerri', 'mariagrandury', 'McGill-NLP', 'reza-ai2', 'apant', 'arjunraibhatti', 'EricB', 'TaylorAI', 'SK60', 'eopXD', 'lapeyre', 'mnoukhov', 'susumuota', 'keiththoma', 'EleutherAI', 'sina-pro', 'ArturoHurtado7', 'thepooya', 'alewarne', 'leslien88', 'M-Kaiser', 'rushil12345', 'liang-xxx', 'TamaraKastorff', 'bbhattar', 'hayashizaki-yu', 'fxmarty-amd', 'GuobingChen', 'HaystackBot', 'yunzimzhang', 'iacolippo', 'lauraio', 'SpicyqSama007', 'wbq1234567', 'UzairK', 'jansowa', 'mengsayloem', 'pkhieu1989', 'AKMSNRT', 'ivovpetrov01', 'snutanon', 'fellipemedeiros', 'uw-madison', 'rxin', 'MedHK23', 'ewanlister', 'xxxllill', 'ssardana-sfl', 'kristinzou', 'hbenoit', 'moritz-boe', 'qiuqianru', 'duckaiml', 'alaneto', 'ypyp', 'Jianhong1', 'betodepaola', 'xuan0803', 'KoKawahira', 'shubhamp-cerebras', 'naveenmosaic', 'chenblair', 'bdaum', 'arthurbresnu', 'kudep', 'davidkimmy', 'paulpanwang', 'jinzhang21', 'giadap', 'nexus-jt-llm', 'dsouzadaniel', 'goodbc', 'kosmask', 'nyarunyarunya', 'abbyoutsider', 'ybgao-nvidia', 'Cebtenzzre', 'chenfeng1071', 'mattyggg', 'aremu24lelapa', 'fglee', 'Meiran', 'michael-guenther', 'simonfl', 'parvizmp', 'pmvascon', 'au1206', 'ajabal', 'yukino9', 'yjian-oai', 'pchaudh', 'benshafat', 'prathameshnimkar', 'suhininalex', 'christianengel', 'ZhaoCheng96', 'wbhu-tc', 'meenaxisg', 'ahota', 'Hbzh', 'maiad353', 'blastwind', 'sanjeevnv', 'zenglime', 'jjenkinsiv', 'cogito233', 'yhirokawa', 'BlouseJury', 'alfonsocampodonico', 'monsoon-nlp', 'vishruth-nath-sfc', 'sidaw', 'Morepeanuts', 'ranzhejiang', 'yifnv', 'OdiaGenAIdata', 'zhoumogoog', 'RCubed', 'javedkhan2009', 'BFuhry-Intel', 'joewoodworth', 'azook', 'AdamMi', 'linneaross', 'bbozkaya', 'michael-upstage', 'Fatima33', 'BuldakovN', 'DeclanW', 'hyxmmm', 'LUDOVICP', 'ryan-rozanitis-bd', 'pythainlp', 'Yuto077777', 'Cycleli', 'u-10bei', 'magicism', 'jonas-ruixiang', 'charlesb-nv', 'jsusskind', 'srijanmishraapple', 'h-aldarmaki', 'sguelich', 'kmahajan', 'qchong', 'NLP-UniBW', 'YinTatMSFT', 'hoanguyen0705', 'smeoni', 'LLMAccountability', 'Lakshmii07', 'Nebilz', 'audrina-google', 'lucknowai', 'gsimonetti', 'quanghaphan', 'akadiankk', 'aalexzhang', 'wzk1015', 'GreenAL', 'nokazaki', 'ashoksundaresan-snow', 'MarkYQJ', 'n1harika', 'chenhsuanlin', 'JelleFoks', 'lynnhao', 'salemalmarri', 'bberlin', 'ArImT', 'aldomeneses', 'timlacroix', 'edmenciab', 'namera-hf', 'jboyer', 'Ryan-zl', 'jason69135', 'linview', 'chdu', 'DiTy', 'hyochangyang', 'amitchawla1', 'Parveshiiii', 'gblong1', 'sharonstern', 'HuaWu888', 'Cyren4', 'vilewind', 'aryelcius', 'TheWumpus', 'haoxiaohao', 'aleksandrliubich', 'whudson1', 'JordanSnow', 'amalegaonkar', 'OvaltineSamuel', 'dkaranja', 'nestorarbelaez', 'dariolopez', 'jklj077', 'RangiLyu', 'cbanaczx', 'nutis', 'VarunGumma', 'mityasmc', 'maxtsc', 'bharat-raghunathan', 'm-mazurkevich', 'hitoshizuku', 'nipunsadvilkar', 'nithin-sarvam', 'haozhez', 'AmaanK2', 'Aswanth', 'patrick-s-h-lewis', 'leod-nv', 'JeremyCJM', 'assambanova', 'mattiazeni', 'IronSon98', 'jstamps', 'yiqing5', 'sooyeonKim', 'mkozuki', 'antoniochiappetta', 'adh8885', 'shangru', 'LLMer789', 'amilios', 'mli0603', 'EricHuCao', 'JeremiasBohn', 'arajagopal', 'viewsetting', 'Alan9697', 'TwinkStart', 'yki041', 'najibh10', 'biocad', 'Avinashc', 'xuanyu-zhang', 'infomtkresearch', 'ypan0406', 'yogeshshetty', 'aravindpg', 'TeraTTS', 'idscza', 'krandiash', 'mathuvu', 'AyselAydin', 'adrianaktng92', 'enrico-z', 'A-EA', 'slemarie', 'power10rocketdan', 'HagalazAI', 'blazej-smorawski', 'AdityaShiro', 'shreeshas', '4shub', 'fma-apple', 'karansapra', 'SarwarShafee', 'fbolling', 'tigerlchen', 'ydanno', 'HFforLegal', 'Ajinkya1234', 'Adrienca', 'jpgard', 'rmbg', 'Tianlu', 'sanjana20', 'diatango', 'jgeel', 'NeoZ123', 'Uljan', 'zer0c00l1337', 'RASMUS', 'xiaoqin', 'ortal1602', 'shayorshay', 'smuradi', 'preethiv', 'Aish2407', 'GowrojiSunil', 'ziniuyu', 'andrewsykim', 'rafaelvallenvidia', 'abhibha-gupta-nexusflow', 'jiechenl', 'hvardhan', 'embeddedsamurai', 'jingjie01ai', 'hockkint', 'delbarital', 'sumika-tsuda', 'Vladx', 'achterbrain', 'rvlopes', 'totorororo', 'dacorvo', 'scordee', 'reysaputra', 'xy83-uw', 'cesar-d-hernandez', 'Kimish', 'Bemnet', 'daxmu', 'SimonLindgren', 'svaibhav', 'debjyotipaul', 'mbruehl', 'wetsoledrysoul', 'brian-gordon', 'alvinming', 'twkillian', 'zhwang01', 'wkr-apple', 'hugnia', 'QQSong', 'richharang', 'Gyatek', 'xutujie', 'kento15', 'pyc96', 'haohw', 'PhillipHoward', 'gladstone-openai', 'jhofman', 'tampferl', 'lcipolina', 'Mardzi', 'shizhediao2', 'brianhess', 'blueberryabc', 'Hamza-Alobeidli', 'manavrm', 'bjelkenhed', 'mnmsd', 'ff12345ff', 'ojasvisinghal', 'rosezhu', 'tomoatsu-sekikawa', 'ajimeno', 'prateekbs', 'yoonhachoe', 'Ethan10', 'frammie', 'dkundel-openai', 'WJK17', 'jgriesser', 'cad1', 'hdp617', 'MattKkai', 'AnkitaNvidia', 'alexhsin', 'PeixiangTC', 'tasnim', 'HajarAlm', 'inoculatemedia', 'Shrishmarnad', 'sfc-gh-yewang', 'speech-seq2seq', 'karya0', 'whoisj', 'wissam-benboubaker', 'arielephrat', 'grimjim', 'jsoohoo', 'Datahero330', 'tiffanyshih', 'haileys', 'lbb5018', 'mohitk-cerebras', 'ahad-s', 'chenzhaiyu', 'musicet37', 'TencentOpen', 'intellisr', 'uchidama', 'cgeorgiaw', 'boyuanzheng010', 'fluffy-ai', 'davidkoski', 'sokigo-ekelund', 'nicolaus625', 'hahaha010101', 'brkilars', 'xtreme-s', 'michal-stefanik', 'horde-research', 'ulmarise', 'APatrickJ', 'wachynaky', 'hermes-testing', 'anthracite-org', 'mav23', 'ZennyKenny', 'QueenieZ', 'heidizlei', 'raileymontalan', 'ramamaram', 'jisangyu', 'Maeg', 'faraz525', 'brentstephens', 'bhattar1', 'CNS-MLP', 'mquad', 'jalves97', 'kdricci', 'dmwhite', 'Maraim', 'ryutaza', 'Machacini', 'oacz', 'hanxiao', 'enriquinho', 'MarkusRabe', 'droumis', 'cl21', 'chenxugz', 'james-scott-databricks', 'minhquan24', 'a-rios', 'williamkgao', 'vansin', 'nbagrov', 'Veeru', 'RuDare', 'json-bourne1', 'Amargolin', 'Qually', 'imatag', 'ymz0519', 'adamfryopenai', 'itwastony', 'chaoscodes', 'sujoyp', 'tanreuben', 'chinmaybshah', 'jfkagy', 'annseo', 'cccjc', 'Kikimiyazaki', 'alanwli', 'ieschalier', 'bay-llm', 'jljimene', 'hummingtree', 'LIUTaoran', 'Jester18', 'tianrunli', 'tangmen', 'Ksgk-fy', 'noahmacca1', 'Thor-Arne', 'MarianaBSC', 'sxn6144', 'youngbr', 'h4-dummy-user', 'mhtoin', 'sweetspot00', 'akarx', 'jasompi', 'hajderr', 'vinaykasetty', 'TakayukiSasaki', 'pcastonguay', 'yuhaofeng-shiba', 'jhandzik', 'jtisbell', 'SinclairAlexander', 'mnagired', 'amandafurtado', 'irinashabalina', 'FredrikB', 'sriabhishek', 'alcorn-db', 'llm-jp', 'zaisui', 'yijing233', 'jinghuiPP', 'kellymarchisio', 'samta-kamboj', 'MarcusA78', 'amlank-nv', 'MatthiasDurivet', 'mdvoretc-intel', 'mnowotkaSF', 'filco306', 'EugenioiGenius', 'sndhananjay', 'pengyuan', 'pablocosta', 'sandwichlab', 'citrusjunos', 'purblue', 'ShadyPiByte', 'alinepaes', 'Sirenna0796', 'miliadis', 'TheGreatestEvers', 'josesouza', 'chtxxxxx', 'ehorning', 'yoland', 'anindyamondal', 'HugCraftCoder', 'cbasile74', 'n-son', 'ServiceNow', 'a0x8o', 'nluo', 'eskandermirza', 'LocalLLaMA', 'sealical', 'darylducharme', 'tylermullen', 'Vasily', 'jz-nv', 'eduseiti', 'xiangrong', 'ImranzamanML', 'feragru', 'tosch22', 'Wolters', 'gegallego', 'mahathivatsal', 'Ericlei', 'rafikitechnology', 'jschew', 'MahaAlblooki', 'atsushi3110', 'dhruv172', 'tshuhei', 'ershang-fireworks', 'facat', 'xxnvtest', 'rick-c-goog', 'Archaic0629', 'p3achyjr', 'tpresley', 'benmschmidt', 'zhuangzhuangmang', 'juliohsu', 'ahmads-meta', 'csamant', 'ashwinsrikant1', 'Farshaad', 'ErwanGoogle', 'MatrixYao', 'benjaminmcclellan', 'zhiqilinv', 'sfc-gh-misong', 'akilasarvamai', 'scosss1', 'coding-assistant-custom', 'vip201', 'abmarcum', 'djrivera', 'dshavkani', 'mandarjoshi', 'albertshaw', 'kevin09UW', 'janatnans', '2A2I-R', 'vmumbai', 'dgletts', 'kmcintel', 'mrfakename', 'eisenjulian', 'holzhauerL', 'longduo', 'wkobielx', 'Veldrovive', 'tsuyoshiokita400', 'howardguo222', 'JWMB', 'Keji1220', 'bobmilk', 'linagardsjo', 'Somayeh-Rahimipour', 'clindahl', 'ohhhhwang', 'urkz', 'priya003', 'agru13', 'anumafzal94', 'cklee-nvidia', 'yjc0', 'nikkipope', 'snizampatnam', 'andrew-openai', 'meenakshi2710', 'reinapradhan', 'ZhaofengZhang-AMD', 'mikezhaocs', 'emobobas', 'PatrikoPy', 'danielp1402', 'mahdiislam79', 'aksjain', 'alam-shorna', 'mboss', 'cakesson', 'lcao2019', 'zhen-yang', 'harnoork555', 'yimingju2', 'JasonZheng20', 'jiarui-lu', 'Anupritaa25', 'Sakowich', 'galenh', 'senthilps8', 'ganlinyang', 'IlyasPatel', 'cyleee', 'nafisneehal', 'gushob', 'suyue005', 'grstevens', 'asishsf', 'yichean', 'dfvbefkew', 'nikitast', 'nikiburggraf', 'alphanet', 'theHugo', 'tianla', 'pml661B', 'sara-moricz', 'Pradeepj', 'HelloGitHub', 'anureddy13', 'rrkkumar', 'adampingelibm', 'yhmaxin', 'arendjan', 'ahatamiz', 'ricbar', 'illuin', 'not-matty', 'birgermoell', 'Baisakhi', 'manelsonnvidia', 'medmekk', 'SFLY5', 'DKYoon', 'Shridhars', 'jefforr', 'tcz717', 'sandraorion', 'mikichan', 'ArthurZ', 'titan22', 'valtsblukis', 'ozmanakram', 'nilayc', 'zhangoo', 'sirahd', 'UUGTech', 'gururay', 'ArthurConmyGDM', 'sunshizhuo', 'sprendergast', 'MersadEsalati', 'michwang', 'shreyanid', 'INAGUA', 'KoT9R', 'Evanwu50020', 'rengel-nvidia', 'Kristof0101', 'scherkas', 'GoForYouOK', 'two135', 'Midm-LLM', 'eliyac10', 'HeshamHaroon', 'TankTong', 'Roseky', 'maialsh', 'Merakist', 'ivanzhouyq', 'samet-akcay', 'Weyaxi', 'ashleychow', 'jomyalappattu', 'pschlichter', 'RylanSchaefferAtGoogle', 'MathiasHBG', 'MariaCastillo', 'staghado', 'srangaraju', 'AIM0x', 'rawanbadawi', 'omrialmog', 'Moyu-hrsun', 'dennisalp', 'brendanhills', 'benboon', 'boldatapple', 'anahita-b', 'shtapm', 'tktung', 'awni', 'mait24', 'mk322', 'yaoyou', 'galanisd', 'kmuthusa', 'gimarchetti', 'pwerneck', 'yinfeiy', 'bensudo', 'allanjie', 'bcui19', 'norman-ingal', 'riya2597', 'slakumalla', 'oxxenix', 'jkisel', 'Yulmu', 'elizaeliza', 'strangerTHU', 'hsiehjackson', 'Qinwen', 'rujoshi', 'gpucce', 'SpencerCM', 'lukaszbk-google', 'fpliu', 'SarjuSF', 'WeiwenXia', 'psbotta', 'basco1', 'daveshrestha', 'cspnanda', 'zeerak', 'guptarhl', 'justinjm', 'iambestfeed', 'alm108', 'stamos12138', 'javi8979', 'ganeshkondapuram', 'dmitriikirkhmeier', 'mirjamsk', 'Vassilis', 'yunjinli', 'array', 'HuggingZhen', 'omarSorour123', 'gaurvinayak', 'yaoyu-33', 'brad-mengchi', 'huu-ontocord', 'aswkumar', 'NishinoTSK', 'LouisStability', 'anishagartia', 'erez1324', 'jbeskow', 'qq1007', 'Rayen666', 'vunnysodhi', 'mlgpu2023', 'mylesbaker', 'ljun00', 'cqshu', 'MahoNj', 'connor-mccormick', 'scsudhakaran', 'fabianfalck-microsoft', 'misono', 'PhilippvK', 'HillshireHayseed', 'zhongruiwang', 'Lucky2022', 'tdelamore', 'jeffreyhagen', 'WojtekMar', 'peterwof', 'moyix', 'ayae', 'SherryT997', 'snjstudents', 'jedels', 'marpatag', 'avbodas', 'yueli1234', 'Pravopysnyk', 'Edwardjin1', 'ankitapasad', 'mithunb94', 'lenscloth', 'rrutmann', 'Xiezhendong', 'taytun', 'bleiweiss', 'paula-ai2', 'MarengoL', 'Kamala11', 'tho', 'brkkaya', 'lyjee1128', 'cxiong', 'ktros', 'C0mmanderSt0rm', 'RivaShen', 'mpenenory', 'evanotero-google', 'jcullen', 'tmrolle', 'bemike101', 'bayesiansapien', 'brandidhager', 'MichaelHanasdj', 'ramen-stein-94', 'danwils', 'panshucheng', 'jrobb', 'petewarden', 'mvh', 'macabdul9', 'egor-pakhomov', 'pstock', 'avsanjay', 'yury-zyphra', 'msathyamoorthy', 'mjoux', 'ffeldhaus', 'huseinzol05', 'futureHasArrived', 'abeebe', 'zacklee2001', 'shanjiaz', 'marianna13', 'pvelab', 'OsvaldNV', 'crsvndv', 'nikip', 'svendietz', 'nathanplmn', 'HenryApple', 'nivde', 'oneframe', 'Huicb', 'gligen', 'Coco72', 'nemotemo', 'Mujojojo', 'JanPf', 'spencerkim', 'Ryehr', 'Spestly', 'erkann', 'keviddles', 'tcletnes', 'sh1gechan', 'joehink99', 'AmandaNV', 'cyl', '0ctal', 'pochunhsu', 'atredi', 'asrivas', 'tdbyted', 'AnnLo', 'larrylawl', 'jmusa123', 'subhankarg', 'm-strzelczyk', 'lnigam', 'andrepro1', 'asif-hanif', 'Posiadacz', '14kwonss', 'terrykoo', 'jesse0917', 'gradio', 'Luckayrm', 'Jing29', 'xdaNvidia', 'Stuti', 'sineeli', 'Vladislav0Art', 'anthonychen', 'MehakGupta210', 'yifanruan', 'markurtz', 'yingliuhf', 'orybakov', 'LLM-DEMO', 'Jialong', 'andjon', 'pwolf15', 'LinFengguang', 'smurakawa', 'zyan4', 'dbarbuzzi', 'boobyg1', 'StephSimm', 'JalalEdAider', 'osunay', 'CrazyHippo', 'zachfw', 'Villekom', 'danielvm-meta', 'hichame', 'decrystal', 'wenkaichen', 'Eeporter', 'Azhuvath', 'mohammadbhat', 'zberger', 'xingchengzhou', 'HaoFeng2025', 'awarno', 'erseux', 'CVPR', 'MiniML', 'whanau', 'prashant-oai', 'hackmebroo', 'mrtw', 'samuel-amd', 'Shubhamp05', 'Kaining', 'yashlara', 'ShaniaTzang', 'SamsonP', 'aidenlow', 'Davidqian123', 'JamesZhutheThird', 'zzh142857', 'bnajib', 'liwan14x', 'dxxzdxxz', 'SeHwanJoo', 'Feder09', 'alirezaghaffari', 'nm-autobot', 'ajln', 'inhye', 'henryhj', 'mark20250409', 'zKulesza', 'kareymann', 'vraghavan', 'nwhite', 'michaelgod5', 'staalexa', 'avshalomman', 'Sylvestre', 'lwl-uestc', 'hmkadhem', 'muhtasham', 'uhuradata', 'abdoulfataoh', 'fan099', 'kogi-jwu', 'bohugooglehug', 'StellaSitong', 'phamson02', 'll-re', 'theashwinner', 'moshik1', 'GroNLP', 'antonbragin', 'OpenChatDev', 'jbragg', 'pierrefdz', 'rdagli', 'dctanner', 'raghs1', 'harrysanders', 'asuglia', 'jeffwongApple', 'ChloeLee22', 'marcovolino', 'mafrazier', 'jlemmon', 'fdalvi', 'ssany', 'aitamilnadu', 'shreejam', 'shunshao', 'Fulu2024', 'gilleti', 'obliviate3333333', 'linqresearch', 'Satishcv', 'shengyi-qian', 'forketyfork', 'Hanqing', 'halanzi', 'shmahaj', 'seans3', 'vxe', 'ysalina', 'gayat23', 'wangdongzhe01', 'rameshch', 'peetzweg', 'kn777', 'AnjulieAgrusa', 'shanest', 'jasuca', 'quality-diversity', 'mobyrt', 'Dinura', 'fran-unstructured', 'yutaoudem', 'semic', 'datasmithing-holly', 'uenopreferredjp', 'Tingquan', 'lingxiao11231', 'nvissersolissa', 'zhuoyang20', 'tuxedocat', 'lgrangeau', 'mishig', 'jfung33', 'TimAndKarenAt2023', 'lysandre', 'epwalsh', 'gloo1', 'WojciechKusa', 'radhikar', 'gasse', 'tomotoint', 'paul-lambda', 'jfarri', 'nvandoorve', 'PocketDoc', 'ksprashu', 'JP-at-NV', 'roberman-nvidia', 'Baosong', 'SimonPistrosch', 'dglasscortex', 'Xiaoming-AMD', 'nanotron', 'shiyuw', 'kbugudeintel', 'anita-hu', 'Parikshithh', 'RoyZhu88', 'aclegg3', 'seonglae', 'NVPeterC', 'CrystalN', 'tarudesu', 'mariustico', 'h-tomo', 'Zihanl7', 'pbaweja', '777Jiaming', 'le-ju', 'lixinhao', 'svanlin-tencent', 'Cuiunbo', 'linlinz1', 'piperw', 'mikeprieto', 'dichspace', 'sanshuiii', 'chuanguo', 'carlydav', 'pala0085', 'nkcheng', 'canerturkmen', 'drock577', 'gemmajay', 'vaibhavchakki', 'coral-nlp', 'margsli', 'A-Mahla', 'sijiac', 'maxts', 'cherryoff', 'HudaAlabdali', 'wolfwang', 'KeighBee', 'sheryc', 'jolson-ibm', 'LukeLi', 'alixito', 'suvtab', 'edbeeching', 'AMDAIer', 'sungjoon-intel', 'ColanXu', 'ygling', 'ZhifengKong', 'karthikmdk', 'baarsaam', 'CRUISEResearchGroup', 'yaqliu', 'YuE98', 'Devinliao142', 'RabbitovskiZ', 'zandaoguang', 'glabred', 'ror', 'qianlim', 'xinyuej', 'wanxinxw', 'brittanyloong', 'jiankaiii', 'jryu93', 'WYF3634076', 'Mukul1', 'yilinf', 'bleysen', 'ChengyuGong', 'xmchen', 'grofte', 'simonsterk', 'maidalun1020', 'DiracTuring', 'JoMontes', 'bdcline', 'Rohan', 'milakov', 's03618st', 'arumaekawa', 'chenxi0415', 'meghapatel', 'roberto-amoroso', 'achocron', 'gaodrew', 'sfc-hf-tzaw', 'Nerval', 'viveksahu', 'dabao2023', 'baharom1', 'jonsanchez', 'farmeh', 'fenghao999', 'ericcraw', 'arcolan', 'gecheng', 'brindhajj', 'tzzte', 'skuchipu', 'natan-goldstein', 'lbathen', 'sidao', 'erinbransom', 'sullyper', 'hadheedo', 'songole', 'Dheeraj-0710', 'ryotok', 'DaddyFlowers', 'MidnightLabs', 'tingcai', 'davidr70', 'blegrand', 'matthieufp', 'jrthompson', 'elbertwang66', 'ChangranHuuu', 'vishesh-t27', 'rambegaokar-nv', 'yashs97', 'boroda-goog', 'sbucur', 'quentin-heinrich', 'LarsJohaNV', 'drippel-intel', 'ishaansingal', 'zh-ong', 'D4nt3', 'ericjmei', 'yyshi', 'JuanaDd', 'poush', 'svc-jet', 'rprimi', 'alexxiong27', 'romankazi', 'recursal', 'vanewu', 'gt1025', 'jpopApl', 'Thai-Pretraining-Corpus', 'gcherubin', 'invokeai-diffusers', 'ShirinYamani', 'AnqLiu', 'max-li', 'kagurazakahinagi', 'electronicnomad', 'ArabicSpeech', 'eshelman', 'vtiyyal1', 'rumarlon', 'sumedhghaisas', 'yihhe', 'msohaildanish', 'ulgnim', 'SsyzeChen', 'ClaesLundin', 'fhartmann', 'mkeffeler', 'vlad-penkin', 'kwanchet', 'EvanNtav', 'pichiu', 'BrianSwift-Intel', 'levineds2', 'willkie', 'gokuls', 'xujimmyy', 'sales-project', 'jialianww', 'jzsmith', 'andito', 'tsymonds', 'Bearrr310', 'ebarsoum', 'kentang1998', 'sjrhuschlee', 'nickkarpov', 'open-llm-leaderboard', 'anshulshah95', 'trneb', 'SI55', 'QscQ', 'zengsh', 'Br3ad', 'Axel135', 'ciab202', 'kashkk', 'Alexandre-Numind', 'AIARTCHAN', 'madcole', 'LugnerJ', 'robinjhuang', 'JamesZGQ', 'Felguk', 'johndmartin', 'victorbjorklund', 'anabellstvincent', 'hfWvW', 'maoshengl', 'pinamdar', 'guillelamb', 'Alexander-Fichtl', 'sicario7', 'stjohn2007', 'sdboesel', 'buskila', 'Zardatleo', 'JonyQ', 'dmashutin', 'etang-ai21', 'hkono-ca', 'Zhiwei-Lii', 'jasvinde', 'nthngdy', 'Yanjun-Ma', 'ryanrzzhang', 'sergeikom', 'esenthil-2025', 'kuanloon', 'xdyi', 'lchelini', 'iruzu', 'rickiechen', 'aaranarulrajdbx', 'jimray-slack', 'anthracite-core', 'intcmdspinali', 'hubert-d', 'st15', 'ashawkey', 'lililio', 'swacchi', 'Xinkai-Baichuan', 'ayqzhang', 'Vijaymg', 'amunoz23', 'tarekradi', 'TanyaRaeJ', 'Uphando-ng', 'rwipfelnv', 'OGBigfresh', 'musabhusaini', 'MohamedChami', 'kiranvodrahalli', 'Praveen998', 'msabharwal231', 'simon-mo', 'phbaudin', 'nsaliyan', 'Svngoku', 'PAJan', 'Multi-Domain-Expert-Learning', 'akhilgoel', 'gentaiscool', 'zeppelinX', 'svtk', 'timjaya-nvidia', 'odegiber', 'Jiqing', 'sumyah', 'Amruth080602', 'jarhammar', 'jianxiaolu', 'yashm-cerebras', 'nithi-i', 'chhatwal1', 'khalidsaifullaah', 'digitalexander', 'ss-dbrcks', 'EasonGZY', 'suryabhupa', 'squarefk', 'grishezz', 'shunyo', 'aurelion-source', 'Ss39123', 'oli3', 'itsikuziel', 'iamgru', 'NVRGentile', 'oferby', 'deRehtcirE', 'mutuki-mk2', 'RaymondLi', 'raymlee', 'jacobmorrison', 'PygTesting', 'sujin-oh', 'philippendres', 'tc-mb', 'silviapasuarez', 'weitechen', 'LluviaMorales', 'stuhlmueller', 'rishushrivastava', 'tachi-hi', 'frimelle', 'demo-crafters', 'noadol', 'fanyos', 'RLSNLP', 'yh-xu', 'yuming09', 'acerullo', 'steamedfish', 'covalai', 'andyll7772', 'ldwang', 'Destlny', 'hemz2', 'BasilMustafa', 'philippemarques', 'danielva', 'jerry7ge', 'sbrandeis', 'dnealsf', 'danzimlich', 'lamkenny', 'SivilTaram', 'Davidoer', 'Manu20Timmy21', 'carisio', 'Ruframapi', 'yaof-nv', 'Nikita-Intel', 'jemartin', 'swappy13', 'bmccandless', 'zzhihan', 'aditya-balachander', 'josephcc', 'shivani-intel', 'Dzmitry', 'murawaki', 'paulofinardi', 'philippv-oai', 'Barjam', 'zwang38', 'helix0', 'saper0', 'dfm794', 'borguz', 'mkirchhart', 'Aletheia-ng', 'executorch-community', 'Harkirat', 'ichocolate123', 'zheharry', 'wataoka-sb-int', 'Camille7777', 'kulia-moon', 'wyndnetwork', 'SPieri', 'micovery', 'jeffreygao', 'sgjheywa', 'Suneelki', 'Tahmid', 'dyastremsky', 'frankkk21', 'hunkimup', 'ishahaf', 'BryanSwk', 'plusbang', 'sfdcsaw', 'Lisupy', 'SEOKatarina', 'Deleplace', 'IanDReid', 'shruthib', 'ddd394', 'zhirunhahaha', 'zhangantai', 'mcludwig', 'Junteng', 'sjunkin', 'jonchin783', 'hugging-fellows', 'hnyls2002', 'elvinabdinli', 'dbxapjwonseok', 'vikrantvarma', 'guoyili', 'dawnborn', 'Elaine877', 'DpkNag', 'RUNorm', 'mpk63', 'dahsu', 'nuxlear', 'mschuh', 'marksaroufim', 'GarretYarn', 'UribeSilva', 'LoganZhao', 'ravirajoshi', 'Sternchen', 'jmmahoney', 'evgenijkkk', 'srinibalakrishnan', 'yecharlotteqi', 'oumarm', 'klrajkotia', 'Joeji', 'kolotouros', 'sstafford-db', 'mikesapi', 'nahidalam', 'grasskin', 'MultiBertGunjanPatrick', 'asierhv', 'angusl72', 'barbaroo', 'SGronrooAMD', 'chenyang78', 'paltunay', 'jiayin', 'kedarpotdar', 'sushmitha-deva', 'lucaszamprogno', 'kenkindo', 'smckean', 'ferdaofli', 'fabian-gampfer-snow', 'ReggieLu', 'nsenno-dbr', 'kwonws79', 'OpenGenAI', 'alex-shvets', 'elfieguo', 'bhgoog', 'listen2you', 'kunalatx', 'BogdanAtWork', 'mvn09', 'ww898', 'nli1619', 'Drsundar', 'uriyap', 'MoritzTestOrg2', 'nvmdava', 'tingxinli', 'benjamsz', 'jaystokes', 'Luckylouis', 'shivakumar7512', 'miz-hugging', 'mgalanti', 'Hypercruse', 'nihalpot', 'lghita', 'paulthemagno', 'mrastogi', 'Mirelle', 'chsougan', 'GaggeryTsai1130', 'ejansen', 'Jerry0723', 'wufan', 'huybery', 'jajdavid', 'susan1825', 'HugoBoulanger', 'polybahn', 'shahink', 'allendorf', 'achaiko', 'Rogelioolguin', 'elemisi88', 'andre-fireworks', 'clinxi', 'yipeiw', 'keiji-shinzato', 'sf-galkowskim', 'mihirkale', 'mjogin', 'WonsukYangTL', 'GaurangPP', 'dougreid', 'JudithBernett', 'dillfred', 'michaelbeale-il', 'TUM22ASSS', 'mihikanerurkar', 'akarale', 'Adirazgold', 'mkommareddy', 'TobiasDuswald', 'tamrajkilvish', 'Zackh', 'odelalleau', 'Wongun', 'Merdarion', 'nikolai-bogdanov', 'muhammadkhan', 'Shreyabhardwaj', 'juntaikhan', 'mhapple', 'MattHains', 'tyang020', 'garage-bAInd', 'SueJane2333', 'achang1017', 'aneveol', 'wawawaggg', 'carlosescriva', 'Apucs', 'stefanches7', 'attack-lab', 'prashbricks', 'xuanyuanking', 'demoxmr', 'desprezj', 'rodneyk-allenai', 'JayMahalingam', 'oasst-hfchat-bot', 'zy-bytedance', 'sfc-gh-xwang', 'happymacaron', 'SachidanandAlle', 'andersbll-apple', 'chenhany-nv', 'Bryce-Loski', 'invernizzi', 'Srihari07-web', 'rgoroshin', 'vivekkaul', 'WuXin-Brittle', 'SsssssSammmmmmm', 'nhsak', 'knoveleng', 'Nitre', 'rakutenrlo', 'bin1', 'lvwerra', 'esegal', 'TehVenom', 'allisonchau', 'unilm', 'barrosoluqueroberto', 'jordangr', 'jordan-unstructured', 'guoday', 'shun-zheng', 'xinpeng', 'qihqi', 'amaksai', 'akhtar-m', 'sheikhomar', 'Zenan11', 'hhllzz', 'TJBrickVolk', 'juditai', 'JJJJJJJQQQQ', 'KoseiUemura', 'geneder', 'herbievore', 'kasturi-sarvam', 'rsufana', 'DeanJohnsonMS', 'Zhenshan-Xie', 'chin0813', 'sasha', 'ioi-leaderboard', 'qianxie111', 'yl564', 'vinaykornapalli', 'Alexsuliman', 'aaronmUW', 'wenspaceli', 'benfred', 'mengxun', 'lsac', 'trshafer', 'uniemann', 'jimw-sns', 'phani50101', 'ketatam', 'BoomStar', 'Chester111', 'dimitriish', 'Tugrul', 'chuongv', 'ykdavid', 'Pascal-AMD', 'jli111', 'cppwizard', 'mwassink', 'akatsuki1125', 'lystbk', 'mpatwary', 'fotis', 'ACaplier', 'dkoushik', 'mrtva', 'yjernite', 'zevlap', 'ishita-takeshi', 'ericbyte', 'ccrisan', 'KaitaoSong', 'ppeddint', 'Firoj', 'ledell', 'sangqidi', 'nclement', 'arjay2539', 'doctorf72', 'donnyyou', 'feizheng', 'Yanzuo', 'vzantedeschi', 'ssuchyta', 'baodii', 'abhinavp', 'mishacamry', 'saliakbarian', 'm-ast', 'hari56', 'gtbgoog', 'negar-shakiba', 'AllenMS', 'TraderNo17', 'RanchiZhao', 'WTForbes', 'kd-shared', 'kuntaek', 'harshitpdoshi', 'komisteng', 'ychengbj01', 'yilzhao', 'Cropinky', 'anchorzhong', 'skydownacai', 'AINamaskar', 'mohamed-boudjoghra', 'caobokai', 'furau', 'mythu', 'rajatvsingh', 'vahegh', 'Victor97', 'Michaltu', 'on-device-squad', 'psinger', 'jb-parthtiwary', 'Sarim-Hash', 'kh-voyage', 'Salzemann', 'iabhishekbasu', 'seele123', 'jiyoonhan', 'cperry', 'MylesHu', 'yet-another-org-whynot', 'Charlll', 'mmkrtchyan', 'pile-of-law', 'hongmink2im', 'teramucho', 'winieckim', 'LouisYRYJ', 'Yangyybbb', 'he110world', 'YupengSu', 'umurangi', 'passchaos', 'jerbarnes', 'ttmistral', 'linwf', 'matthewchan-g', 'GordenLiu23', 'Gurgeh', 'mjag', 'cnkyln', 'hshi-sbint', 'yerffejeel', 'HSchroeder', 'gpasandi20', 'kaisei3', 'irisliucy', 'pingda', 'kacky24', 'gantuo', 'antarab', 'imstevenpmwork', 'Abdelkareem', 'frosty-sthlm', 'faye-cao', 'shjiyang', 'ashggl', 'swordfaith', 'miruskieta', 'jerome95', 'hzw88', 'Zymrael', 'medismailben', 'Lucky3141', 'arbml', 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'Fenrisulven', 'maym15', 'leooooooo123', 'mcavus', 'orisf', 'sheelp', 'antest1', 'silviatti', 'torieo', 'tanmoyio', 'bwilsoneng', 'bdsusu', 'ryannch', 'muhammadsalmanalfaridzi', 'oliverdunk-google', 'Abhaykoul', 'danhuang85', 'taeykim', 'scikit-learn', 'Amiral2025', 'George-Xu', 'BeMyAli', 'SOJIB96', 'NikoStrif', 'louie-tsai', 'ep150de2', 'cpcris', 'sameerpa', 'kise-yoshida', 'kevinch-nv', 'va-ibh-v', 've-forbryderne', 'debobanerjee', 'chgk13', 'vagheshpatel', 'Tereissa', 's-miyawaki', 'mmarcotte', 'zuxin-llm', 'tjadamlee', 'collabodocalexander', 'EricWallace', 'mlabonne', 'jmichelsonmule', 'hpardeshi', 'agemagician', 'felixlifeng', 'williamjiuchengcai', 'stsun', 'somepago', 'andrew-db', 'lucasliebenwein', 'CZLC', 'mrchtr', 'nv-ngargi', 'ghosh100', 'dreamerdeo', 'rzhen0615', 'arwojcik', 'hzhan80', 'jackk0505', 'pranavm-nvidia', 'yzabc007', 'alvinupsnowflake', 'tyorikan', 'BSBSBSBS', 'NuriaAldamaG', 'aaadasdasda', 'huggingartist', 'hi-melnikov', 'Indrakshee', 'shachibhavsar', 'AaronSunAtGoogle', 'hanna-ai2', 'rbannister', 'JanPlo', 'RexLin', 'cxe0704', 'spatil6', 'arisha07', 'jayat', 'jbmedari', 'nle5', 'mtouiti-sfc', 'songjing', 'santanurch', 'EuroBERT', 'nayetim', 'jhclark', 'ehsankhaligh001', 'testingtin', 'malverson', 'gangiswag', 'JunaidBhat', 'remiiou', 'mkkuemmel', 'sengmeng', 'rosezb', 'madison-evans', 'dwallis44', 'Plejstocen', 'zh-ai-community', 'Vinay06', 'Spurohit', 'aewing24', 'zyyj', 'asguru', 'runfme', 'fsoediufjsfjlks', 'rbenjamin', 'sguskin', 'damon-mosk-aoyama-nexusflow', 'max-myslyvtsev', 'HikariIntc', 'mairen', 'Srizzle', 'akashrv', 'jocke2g', 'dyogatama', 'uwtanuar', 'chengineer', 'fancypantz', 'hkseth', 'madelman', 'Unt1l1f1nd', 'megrisdal', 'maliam', 'xiaoxiongwu', 'ronenlap', 'bsakiadis-sfdc', 'shisiantan', 'LeeBu', 'PeterYu', 'kamranj', 'lkuger', 'stellaathena', 'ddeer', 'pwolsza', 'davidwong2024', 'shirayukikun', 'shaofubaijie', 'kuribayashi4', 'yasuhirowatanabe', 'ystknsh', 'feymanwang', 'saramash93', 'Alon', 'Synthiaaaa', 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'Behnam326', 'guanya', 'mayu-ot', 'nkorobov', 'nvrelisei', 'FlexRAG', 'JoeYing', 'XCLiu', 'mzboito', 'rafaelsandroni', 'cdomingoenrich', 'cardy', 'cl-tohoku', 'davalosviveros', 'shayasoolin-nvidia', 'hvf1525', 'NVJamiey', 'hfarooq-nv', 'mvacaporale', 'serg14', 'paulds', 'NCMSFT', 'adovic', 'nihalnayak', 'bjolo', 'Purv-tuff', 'anakin87', 'ralucageorgescu', 'IloneMuschio', 'ashks', 'mithro', 'AHAMED-27', 'MaziyarPanahi', 'yunaik', 'sruthikeshs', 'hanruish', 'agandavarapu', 'jlukecarlson-apple', 'computoloco', 't-redactyl', 'crusty-ai', 'laubonghaudoi', 'nikkinuman', 'avvallack', 'ajanard5', 'ManamiGIWA', 'severo', 'hoifung', 'kjoona', 'dalle-mini', 'Sarbanidatabricks', 'subhasam', 'yoshiharuMIchi', 'horacehylin', 'darrellp', 'jtruong', 'Goldkugel', 'abelbrown', 'iNeil77', 'lhbonifacio', 'sandeep06011991', 'kp-sawhney', 'tianleliphoebe', 'vansh1010', 'jspaulding-nv', 'achoudhry', 'douglasrfaisal-gl', 'DessH', 'HaninZ', 'chiiiyaaa', 'razent', 'mmaki', 'vikp', 'yarikcheon', 'karanprinja', 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'jeonghwanpark', 'marshallqj', 'marcsun13', '0mdc', 'ablai-google', 'AlexWortega', 'mrigsing', 'skc03', 'pky2024', 'xiangyang0401', 'abhishekprasad24', 'PenghuiCheng', 'whisper-event', 'jamzhou2000', 'EG09', 'ramjaju', 'qy-0422', 'cankirmizi', 'miruna', 'shrjain21', 'rafaelferreira', 'hoxo', 'mandersch-nv', 'kvaishnavi', 'JinhuaL1ANG', 'katja-hofmann', 'L0SG', 'MSU', 'TillR', 'Jockerl', 'Kruse', 'carmilea', 'tbusolo', 'oligou', 'robinq', 'dlb', 'TiagoXavi', 'Eralmual', 'amokrov', 'litanlitudan', 'yinghao11', 'ayousanz', 'glelan', 'Ahye', 'Unqkid', 'wglaas', 'natolambert', 'wencongz', 'msterpa', 'aaditya-ramesh', 'francisco-ml6', 'Gariscat', 'avparrish', 'wukaixingxp', 'hemalathap5', 'THUDM-Space', 'bEijuuu', 'tanmayudupa', 'vyassaurabh', 'xinlihou', 'taide', 'jefflai', 'lilianzou', 'liminghao1630', 'ednatgoogle', 'YS98', 'stoddur', 'lsiciliani', 'hkaraoguzamd', 'Runsheng', 'jackcao', 'kejiezh', 'prasshantg', 'databricks', 'pfttop', 'mklonows', 'butyuhao', 'iwylin', 'mstankov', 'dksimaan', 'garridoq', 'teemuvh', 'sindhurag', 'mrusic', 'HamzaYous89', 'roldanjorge', 'asusevski', 'kflores3', 'valleruizf', 'vlavrukhin', 'IshanNV', 'debjyotiroy', 'ypolius', 'kragarwal', 'kanelindsay', 'adnuiergqwe', 'jojokramer', 'mdafibuzzaman', 'gramirez-prompsit', 'isaacj', 'kkase', 'sgh264', 'jagielski', 'yu-watanabe', 'brianronan', 'somaniarushi', 'anname123', 'amy-hyunji-lee', 'area540', 'openphi', 'feizhai777', 'jameliNVIDIA', 'scillm', 'andrewyli-google', 'll83', 'mubashir04', 'pgopavarapu', 'dutchiechris', 'jorses', 'ajaypokharel', 'TTS-AGI', 'muyouzhi', 'himani', 's42chen', 'roman-vasiliev', 'Anudeep31', 'camarocico', 'taipei1', 'SantoKat', 'Sombit', 'mthandazo', 'shaponiuk', 'Criztov2', 'moshew', 'd33pakMon', 'yogendray', 'gour', 'csabatino', 'NewEden', 'azuriel', 'elitang', 'sarahlmk', 'Phillippe', 'saiakhil2012-intel', 'varun92', 'Fraser', 'Itaydal', 'bfuhrer', 'alpertml', 'easonkuo', 'diffusers-parti-prompts', 'msmiah', 'Eslov-Helena', 'psarathi', 'eitanturok', 'liebertx-intel', 'adidukrembzuai', 'Abfter', 'rishigami', 'rusum', 'mennyp', 'gautham-s', 'M-KAJII', 'tkatila', 'Seungjuhan', 'jeew0n', 'animm', 'n8rob', 'TensorLalon', 'yunhaog', 'wayyen-aisg', 'Baran47', 'cromz22', 'Almansoorialikhalifa', 'matthewtu', 'super-kolo', 'javirk1', 'meena-at-work', 'cogut05', 'Sidney233', 'Llamacha', 'christinaytz', 'Xiangtai', 'kplau1128', 'vkumaresan', 'Caroline', 'bhstarkGOOG', 'nvuawioevh7396', 'Benyou', 'jackiembarr', 'dayeol', 'motopaintr', 'spencerjp', 'hkoppula', 'ThatsBadJuju', 'QuangNguyen22', 'tolgayan', 'jminguez', 'pkassianik', 'yilin-010', 'jaspersyj', 'Chenyingo-o3333', 'aravindsu', 'KrisHuang', 'leidner', 'jennyjennie', 'orenpereg', 'davidfan97', 'lfraseroo', 'JohnnyFerreira', 'jusbrasil', 'bzantium', 'xnl-meta', 'FanjiaNV', 'SeqDistiller', 'anders-ravnborg1', 'monajafi', 'aflaxman', 'takuzoutaku', 'seongmin42', 'amberjain', 'mrchntia', 'maorashnvidia', 'yeorinhieut', 'kimnerd', 'yurikhvoles', 'lijess', 'siavashs', 'yaqian00', 'chenwilliam90', 'changyuz', 'gorkemyurt', 'MayankSingh', 'nancy-piao', 'kesteogdg', 'cetov', 'rhinocamp', 'rhodezia', 'ekmb', 'swyx', 'hgasparAMD', 'ccornell6', 'Juanfdezdc', 'micll', 'nicholas-chan', 'shixinli', 'Nafis', 'Luca1030', 'ioda-idg', 'jbkyang', 'EllaNeiman', 'Strobert', 'jkh52', 'JanekL', 'loganiyer', 'yalamati', 'echarlaix', 'YitongLi', 'sunnyh333', 'qwertier', 'PrimeIntellect', 'NoorMubeen', 'aymanfarhat', 'raspawar', 'marcosgg', 'thecuriousperspective', 'ChristopherCho', 'exiao2025', 'Andrei-Sokolov', 'jendale', 'foozhan-nv', 'gli42', 'Saraaaal', 'utzyx', 'jessewright', 'kropp', 'tlortz-db', 'Ascander', 'accipiter98', 'Cookize', 'NamCyan', 'sfc-sbirmiwal', 'daniellan', 'pjwalapuram', 'faezeb', 'frankd1182', 'dinukappuhamy', 'ttew', 'INXIDDText', 'anuragt-msft', 'dreamtalen', 'davidaustin', 'JakobForsbacka', 'vasudev-sharma', 'TrevorJohns', 'ExampleData', 'aniketray', 'zyfgs2024', 'pkoehn', 'Wei95', 'marziehphi', 'allisonho', 'jaeholee2212', 'vijaikalyan', 'kushal2705', 'bhuwanapple', 'zwrq0star', 'bpbpbp', 'pragmaticml', 'csaueres', 'agostinofiorani', 'PerB', 'jyz-mbzuai', 'chenxiaojia', 'steveheh', 'DexterLiu0', 'langdxii', 'RyanWridge', 'ss-nv', 'xuntian', 'tkimva', 'khaidoan25', 'daiteng01', 'cccb0t', 'drewdrewliu', 'zhang94', 'papaanamama', 'yasserTII', 'bstadt', 'joapuipe', 'artintelyichao', 'peisuke', 'ChinaLiu', 'futurebench', 'jctime', 'dunno000', 'DuarteMRAlves', 'TreeePlanter', 'hmortensen', 'keremturgutlu', 'rahulkabra', 'I-BRICKS', 'wmosesG', 'yuegongcorp', 'JH23142', 'lcortes', 'sdelriog', 'adobrzyn', 'danaroemling', 'welkeyever', 'QQQ2023', 'henryyllee', 'rntc', 'edemiraydin', 'pharmapsychotic', 'Smile8001', 'harshakokel', 'lukasczyk', 'JonathanBraeuer', 'huei25', 'JenJSun', 'liuwuli1', 'fchen79', 'Afrdt', 'zhiyuanzatbytedance', 'patrickchin', 'jacobmattsson', 'spatath', 'thisidismine', 'sunil1511', 'ndlmaker', 'jmassot', 'lcetin7', 'k1nyte', 'superbigtree', 'lqwlululu1117', 'curiousT', 'zhangzczc', 'docto-julia', 'murgelab', 'ryanzhangfan', 'vera0816', 'tkdhar', 'apen1', 'claudeislav', 'Chandrikakmani', 'PenPaperKeyCode', 'sfnv', 'ramannepu', 'sibo333', 'm-koper', 'jerrywgz', 'mjboothaus', 'BrockenHanno', 'datahoard', 'fuegodamus', 'ZhaiFeiyue', 'amityadav99', 'wenhu', 'jscma', 'askatasuna', 'Lucas-cai', 'lduhem-nv', 'jearnold', 'lechicuong2k3', 'NingNing111', 'adriengoogle', 'BrianChen1129', 'abinmo4', 'DeltaX', 'chrisjay', 'elijahgalahad', 'Titus-von-Koeller', 'philrob4', 'leonst25', 'Faron', 'CBUNCE', 'rparkintel', 'Allwynjames', 'ujjwalkarn', 'TomoToco', 'hcnguyen', 'nouhad', 'svantesorberg', 'webml-community', 'srija616', 'fracapuano', 'nenshadbardoliwalla', 'Subh775', 'dreamgonfly', 'Skasriel', 'pavanimajety', 'lirony', 'jkamin77', 'cprince', 'mariapereperez', 'jnishi', 'notomer', 'pratik-bhatt', 'Richard-900', 'nv-yuxi', 'everythingtech', 'gunhyun', 'nathan0', 'kishorerj', 'siddartha-abacus', 'zkoates', 'vaibhav-sf', 'dbusbridge', 'kcvetanov', 'jyotil9229', 'iamakalia', 'nv-dongm', 'ibibrahim', 'prince-canuma', 'adonlee', 'tangzhy', 'TakeruAoki1', 'ByronHsu', 'b583x2', 'Boyiliee', 'miked-ai', 'CasanovaE', 'elephantmipt', 'spethe', 'donovanclay', '4leph', 'henry-tran-nexusflow', 'vbellomaria', 'lakinduakash', 'NLPblue', 'shinweil', 'AudreyVM', 'murali1996', 'okdimok', 'DhruvWappnet', 'wdi-nvidia', 'mlklsv', 'shage', 'PurpleDelfin', 'annatrdj', 'idchannov', 'imirandam', 'adamhuang2030', 'Vamshi0406', 'JihSheng-Huang', 'sr74', 'mayanksingh-nvidia', 'Stancld', 'moonbings', 'yukito07', 'ZiyueJiang', 'xszheng2020', 'naveenintel', 'srowen', 'kswanand1', 'takukato', 'iapp', 'lelapa-sett-wai', 'ananthsub', 'jian-zhang-nexusflow', 'nyuen-nv', 'timoschick', 'hkkumar', 'chendulearn', 'dennishermann', 'paws', 'hsuvaskakoty', 'Y00000000X', 'dclipca', 'robdaly', 'LearnerDDD', 'cyrta', 'karthik-kashyap-t', 'btan2', 'cthi', 'bousejin', 'cpuhrsch', 'BDLEE', 'nan', 'Ritzdzire', 'kazzogawa', 'santiagoakle', 'obagherieh', 'xujianhua', 'xsergiolpx', 'cbbruss', 'CodesLikeIcarus', 'cheftransformer', 'azagrajek', 'mayuyuace', 'Minjeong', 'pseudolab', 'Sehyo', 'long413e', 'kelly-s', 'jsmz', 'chck', 'yzsf', 'ruizhang', 'advaitb', 'TonyZjd', 'Taksu', 'takasfo', 'victorinox25', 'connie-t-huang', 'safakkbilici', 'hh2017', 'jeffreygo', 'vova-jb', 'science-of-finetuning', 'calebh', 'seungrokj', 'rojasdiego', 'PatDomFox', 'Sundareshclmuser', 'AliShahroor', 'jdemouth', 'tigerbowtie', 'skokane', 'bihan123', 'wongderrick', 'kkakkkka', 'henry-cen-hc', 'Segamboam', 'mahiatlinux', 'ahreumseo', 'kwjp', 'ebrubayram', 'aigrant', 'mniemeyer', 'vseslav-kasatskii', 'brian-n', 'dram-conflict', 'aasem', 'cgato', 'zqh11', 'shreyasrikanth', 'CrystalMo', 'vivounicorn', 'OmerMiz', 'IamPramodh', 'kelvinih', 'theethanken', 'clairesonglee', 'leo8', 'donaldsnvidia', 'wanghen1', 'sarahpann', 'FalaahArifKhan', 'tinatww', 'lupesko', 'ZhiyuHu', 'SvenGronauer', 'jdrake1', 'akshitab', 'elenavolodina', 'cgearhart-work', 'shanecglass', 'hamishivi', 'AbhiMeta', 'aurora-m', 'UCGteacher', 'pholur2496', 'nicgoogle', 'adrianaisp', 'bjodom', 'btafur', 'evolveyourmind', 'soniaguo', 'BitVoyage', 'quixi', 'sjain2', 'adadai', 'rathi', 'joey-hong', 'marccasalssalvador', 'Kenton', 'hugintellearner123', 'Bin-CI', 'asbrinkoskar', 'yuantao-infini-ai', 'jcli0606', 'JVBD', 'yasumasaonoe', 'chenxin6', 'inamoto', 'liuxuan320', 'sundaresan-g', 'admantri', 'koalazf99', 'vojo', 'TechAdmin', 'M-Leidinger', 'HuggingFaceTB', 'mikeiovine01', 'salanueva', 'datami', 'anuradha-karuppiah', 'alemielealma', 'qft1329', 'haisonle001', 'leuan1999', 'vveerava', 'zphang', 'sanmitrab', 'AliNajafi', 'mattpovey-sns', 'wilson-seok', 'amazon-sagemaker-community', 'runzeli', 'KurtDu', 'arkilpatel', 'zfdang', 'Lingqing', 'ZhaoRuiyu', 'tuvok24', 'DesmonDay', 'TinaFeng', 'jakubin', 'salberdi-n', 'NameNozz', 'lakshmikala', 'ynnickw', 'bingjiez', 'buk0206', 'pratikshanbhag', 'QMLAlex', 'yangjingsheng', 'huggingg123', 'm3hrdadfi', 'BoyaWu10', 'huguensgoogle', 'er1kb', 'noza-kit', 'MU-NLPC', 'msclar-meta', 'thien', 'dipo101', 'ananapostoaca', 'mntran', 'avi-sarvam', 'mzervou', 'ctar', 'sadanalog', 'suvigyat', 'bartmomomo', 'jingyueshen', 'brlaw-nvidia', 'molly0228', 'fzzsl', 'mandrake-goog', 'Jacaranda-Health', 'hoaquin25', 'sherhut', 'horstjosef', 'JoshuaKim', 'zlinao', 'HugginDash', 'chenqingshan', 'aslawliet', 'WouterDesard', 'Nikhilesh-141', 'xuanyangz', 'honytoad', 'wwwbxy123', 'thepawn1', 'nicolasmoreau', 'mm-exaion', 'ManiSingh', 'smola', 'EugeneNvidia', 'jtman7', 'arjunsupra', 'jongjyh', 'Timoaa', 'sydneyaltobell', 'joefernandez-gg', 'hf-vision', 'pohaoc', 'pedro22g', 'mhhamoud', 'ChenyuZheng', 'mronchi', 'aryanseth-sarvam', 'connortreacy', 'saisuryateja-intel', 'VishwasG', 'sashamitrovichsnowflake', 'jaalvare', 'royrajarshi', 'shrivasd', 'bodhisw', 'keitaoda', 'carlomarcoli', 'sfc-hf-nvytla', 'mnalley', 'ihtishamahmad8898', 'krishabh42', 'DavidSBatista', 'mvazirg', 'kverma95', 'tmerthapple', 'Nvidia-Riva', 'Annamalai', 'yuhanya', 'sanjanalreddy', 'parinzee', 'mhawasly', 'psho', 'jameswlepage', 'jain-ria', 'KeLi233', 'mt-metrics', 'horychtom', 'bujansaul', 'oaidmed', 'AADeLuciaGoogler', 'MLP-ROBOT', 'mferev', 'hassenhamdi', 'ba-wong', 'varshak1', 'watanabe-masaru', 'pramodc08', 'jbilcke-hf', 'AI-Nordics', 'greatmrliang', 'Kz111', 'hinczhang', 'sunilitggu', 'bryanblin', 'THEODOROS', 'Qiauil', 'Rockndot', 'peterho910', 'GTRX', 'aelar13', 'Lois123', 'sougata86', '1aurent', 'kevinboy', 'zishuz', 'LahariChowtoori', 'lgulich', 'pranavmishra', 'beeeeeers', 'yitongy', 'iejMac', 'hyungtae', 'illharjen', 'teonnaise', 'gastreghini', 'sayokbose91', 'openvlm', 'HelloGames', 'buyaojinghuang', 'jmag', 'duncanwilliams', 'zhanghongjing', 'artshcherbina', 'brunnotheorpi', 'nvpank', 'snake7gun', 'SharadVenkateswaran', 'kohi25684', 'thomasglopes', 'nerdyface', 'ialothman', 'daniel-perez', 'pbehnam', 'PPxin', 'songgouzi', 'jasonbot', 'zhiyuan8', 'riteshra', 'chompk', 'fantasticswt', 'karchkha-apple', 'kkiyawat', 'fl399', 'kevalmorabia97', 'manojmali21', 'kherndon', 'skavulya', 'schlyter', 'mkaur711', 'sanchit-gandhi', 'scytulip', 'social-post-explorers', 'utmp', 'liamhebert', 'jiinpark2', 'shoubhikdn', 'SelmaBergstrand', 'jedwardshabana', 'elofturtle', 'rharish6696', 'jgranarolo', 'Leko12345', 'Sheke', 'tfboy1111', 'zcharles8', 'tjohnsen', 'lightningRalf', 'ssusie', 'mingfeima', 'barrejant', 'utkarshagarwal', 'edwko', 'ftartaglione', 'anuarmeta', 'huijuanz', 'kjwlee', 'tomovta', 'lgd1820', 'FrancisD', 'adefossez', 'koichi12', 'numb3r3', 'kta-intel', 'sweet-dreambooths', 'cameronbalahan', 'antojoseph-g', 'ielh12', 'anteju', 'arvindravi', 'fweise', 'Victor-GW-LI', 'team-lucid', 'chunhanyao', 'jake-wadsley', 'ppalanga', 'adpham', 'bkvarda1', 'rpanchum', 'VibhuJawa', 'amandoj', 'RVN', 'michaeldesmond', 'AlexBuyuan', 'ljguo', 'Lucindo', 'zoubbi', 'vishalsubbiah', 'beedeewon', 'kadams', 'reinyan', 'petkusgc', 'yidingge', 'Onely7', 'tupini07', 'AI2Karen', 'Fannyeriksson', 'surbhi21', 'jmz-msft', 'changhyeonam', 'Creo', 'rdiazintel', 'bzheng', 'DongfuJiang', 'slabe', 'acoja', 'MatthiasC', 'ailabstw', 'bashow0316', 'IAugenstein', 'nv-lschneider', 'Seongyun', 'cvejoskijs', 'analopezm', 'ibrahimsharaf', 'kartikguptasfr', 'mtanco', 'cielan', 'vmaliutin', 'melissah14', 'ntraxler', 'Wigglebot', 'ashwinspencer', 'Mingtong123', 'xiasun', 'nitin7999', 'ao36', 'xianbin', 'mokshazna', 'dpykhtar', 'dkhati56', 'ssameni', 'starcoder2data', 'FocusV857', 'jasonfongapple', 'viorik', 'Greatroot', 'nathaniel-openai', 'Eric2333', 'samanthabanchik', 'siriscac', 'ngpatel', 'yongruilin', 'nzmora', 'Sita04', 'ccorvee-sf', 'jramompichel', 'laion', 'EvanD', 'nv-3mei', 'keshan', 'kyap', 'jerry114514', 'huhaoranak47', 'raghadalnourig', 'charlesqi', 'NAACL2022', 'twinsken', 'leiwx52', 'rjth', 'fferroni', 'jmcgraph-oai', 'saiwen-apple', 'amcrisan', 'RomanLiamin', 'langgz', 'agentharbor', 'nitinkamra', 'pjannaty', 'adamagkone', 'shinseung428', 'nirnir', 'andrew-sellergren', 'xmrrh', 'jaredcasper', 'apoorv1', 'BenjaminB', 'Jiexin-Zheng', 'yayun123', 'wenjie002', 'cindyh-cerebras', 'casperhansen', 'ajati', 'yinsong1986', 'Doctor-Shotgun', 'fuys06', 'doubledrive', 'jjanezhang', 'cduvall', 'samay58', 'asterkin', 'ciarrocchi', 'sshukla4', 'gnishant95', 'FricoRico', 'ryannikolaidis', 'Stephkurn', 'qbwang', 'camiloam', 'v-shobhit', 'itaigat', 'srigang', 'triple-t', 'itsumi-st', 'RuchitaJ', 'lewisg', 'sheidelberg', 'Loys', 'ArthurChen189', 'jamesjoethomas', 'DaekyuKwon', 'liziyan02', 'brian-jean-intel', 'vvasu', 'ahnyoung-paul', 'marcotcg', 'derekpang', 'angw0078', 'Hugggme', 'lwruanb', 'dk-crazydiv', 'Itau-Unibanco', 'robertfeldt', 'migoogle', 'pparikh-genai', 'mfleming99', 'ravenjiang', 'andrewyx', 'sungjunhan42dot', 'ipekuyguner', 'nickli0318', 'l234k', 'fuzhao', 'harshjtrivedi', 'JaydeepSen18', 'othmanpleias', 'talor-abr', 'eugenelin1', 'ruixing76', 'amirkai21', 'surajk610', 'badalpmeta', 'chloebi98', 'eric-hu', 'Icar', 'artalpade', 'TLLM', 'nvcj', 'ivanku', 'kasukanraa', 'm-mori', 'fredriko', 'ravi4198', 'bo6688', 'jremmons', 'eshiryae', 'the-hir0', 'amasand', 'jhpark-upstage', 'abhibha-nvidia', 'stefanola', 'ashklyax', 'Void-Z', 'navsingh92', 'fyfyfyfy28', 'rakpaul', 'aidan-fireworks', 'ocramz', 'Vincy0124', 'dmitry-gorokhov', 'faaranm', 'Dans-DiscountModels', 'LotusData', 'gabriel-skantze', 'frankyanwang', 'dtnm', 'jlombardo', 'okletsgg', 'cy823236858', 'Maximiliana', 'pocaguirre', 'GShock', 'gahaalt', 'dlemons', 'Kirili4ik', 'winglian', 'zivshapiraintel', 'ocano', 'baghaskoro-rakuten', 'ella913', 'QianYEee', 'rbanas', 'Liping', 'DanielRendox', 'apronina', 'nitrogens', 'ryanhsu52', 'magnetic', 'jackierwzhang', 'wangpeng823', 'btuttle', 'VGraf', 'heartwood-ai', 'adarshxs', 'tolga68', 'thilakrajs', 'melaseddik', 'shivamlakhotia', 'alexszen', 'KunalJoshi', 'harizo-rjn', 'rbhasegawa', 'maxdata', 'tnaumann', 'nbommi', 'shakshig', 'Mingyuyang-1', 'ggerogiannis', 'qiushanhku', 'cjp20020222', 'jojo-brix', 'huangyf12', 'jzm', 'yanliangmu', 'victorBuica', 'ThaiLLM', 'vrancurel-intel', 'munken', 'ibsaabraham', 'jtren', 'gshimansky', 'Josefinlevander', 'cambridgemil', 'youssef-emad12', 'shuyuelan', 'krkr-dk', 'HantaoRen123', 'wtwo', 'saurabhhssaurabh', 'eshachar', 'codelion', 'hardikrj', 'andrewli81', 'eljefedsecurit', 'NiharikaTT', 'yotisstudios', 'danielpaddubny', 'ruizeng', 'rjagerman', 'vinid', 'Oussema6', 'nealmgkr', 'estewart', 'zangir', 'benicio-standard', 'desaifan-mbzuai', 'erictome-db', 'ZimingZhao', 'xtannier', 'muazms', 'bfontain', 'ShaoYY19', 'bramsterling', 'gregk1', 'ndaeila', 'maanug', 'Correctr', 'yurakuratov', 'ijzeng', 'patiltanmay', 'Jhayase', 'xlzhou', 'ngulalkari', 'anandvijendra', 'bytedancev', 'Byungwook', 'indymitra', 'Holmes123', 'wyguy-UW', 'andresmejia10-int', 'erikvee', 'DongHyunKim', 'aimstack', 'YifanShenSZ', 'palladius', 'Aaditya121', 'sugar-free', 'kpushkar', 'cldersaienril', 'HuggingFaceFW', 'saba9', 'psyangqi', 'fabianlanz', 'khalasi', 'drdata', 'fcastanedo', 'katek', 'amaekawa', 'XXXXXXXasadasd', 'guanshuo', 'oag2101', 'kitJenNV', 'wyli2024', 'JoeyDing', 'MaggieXM', 'bfeister', 'VarTamas', 'evion-db', 'ethangill', 'MaveDiego', 'hsm96', 'Julien-Giraud', 'Jian-Gang', 'kristinaheinz', 'CharlieJi', 'ronakdm', 'MarcoZuliani', 'xingzhang', 'mvafin', 'MohamedElfatih', 'jerryGuo', 'akshayvh', 'bigscience-historical-texts', 'rohit-upadhya', 'sghangam', 'zhifany', 'samblau', 'awnystrom', 'davidlvxin', 'arampacha', 'samuelnordmann', 'alex0dd', 'dpalmasan', 'shahrukhx01', 'nikitakrasyuk', 'sunxm2357', 'abercovich', 'zhanghanchong', 'morgan', 'tiendung', 'zplov', 'vranglani', 'sophiajw', 'SathishNVIDIA', 'mateuswagner', 'Mccartyx', 'windeelcl', 'jonbates-db', 'kamil0204', 'mganguli', 'tsriharsha', 'dliang1', 'ruochenz', 'jhuang11', 'LeefMKV', 'benmael', 'aiknowyou-nic', 'lewispro', 'sugunav14', 'aginart-salesforce', 'claireliang', 'satyaj', 'jeffcheung', 'tryrobbo', 'princemago', 'Yuan-avs', 'gaurabbanerjee', 'prashanth-banda-sf', 'charmerdark', 'devv', 'Guygir', 'coremlfiles', 'txu4', 'BenSnow6', 'huiserwang', 'aarusjai', 'wb2024huge', 'satoshisekine', 'kyaa-intel', 'TTTdas', 'Arpa', 'Far33', 'methani', 'kitsing-goog', 'xujz0703', 'PygmalionAI', 'xyz-nlp', 'Chenyang036', 'stmk-shichen', 'mstillwell', 'LoicSitu', 'RSchaefferAtGoogle', 'yzha107', 'arabian9ts', 'Landiman', 'sanghol', 'fcole', 'AbasKhan', 'joshlk', 'noorab', 'ai-driana', 'mhiltner', 'lkhphuc', 'cas-ML6', 'ArunNaikar', 'mmanteli', 'bsurpris', 'fabriciocarraro', 'robertjndw', 'rspring', 'jinliangtao', 'heliumind', 'HippolyteP', 'maksimzuev', 'yuna786', 'linzheng', 'wenq97', 'chensh236', 'yvvq', 'Beishao', 'OldKingMeister', 't03i', 'rallyup', 'Huaiyu666', 'theblackcat102', 'rjzevallos', 'elodecarvalho', 'minm', 'JCooky', 'erastorgueva-nv', 'manojbabu', 'Pexah', 'AxelNielsen', 'mkankana', 'JiyangWang', 'yueswu', 'spetro1', 'FanZhao', 'mlarosa2', 'mgoin', 'TanYH13', 'OakYU', 'xianshianwen', 'rbtec', 'niralp-nv', 'bezzam', 'Annagg', 'lckr', 'mramdhug', 'harrisonlim', 'daisyg', 'anihm136', 'luics', 'Eunice333', 'Kliu2003', 'salemalnasi-tii', 'bartelds', 'afrihate', 'raghosh', 'mgpavlov', 'alexmourachko', 'hassamsheikh1', 'devsane', 'chenheyun', 'snowdan', 'danh-openai', 'kdizzled', 'AmithMarilingeGowda', 'shabani1', 'chrysapratikaki', 'rodo', 'thiemoall', 'YuryRakuten', 'seanhorgan', 'naoki0423', 'adegirmenci', 'jsndai', 'pmuthukumar', 'mcostner', 'trellis-community', 'ssands1979', 'EugeneYonng', 'leopck', 'AIJian', 'allison-ko', 'uz999', 'joshua-eason-databricks', 'TannerVoas', 'poojabrs', 'kseniapal', 'avishnevskiy', 'HeFan2023', 'SkunkworksAI', 'kjsintel', 'Yoonsik', 'bobbygaza', 'gke-rules', 'icdt', 'chenfeng777', 'vsarge', 'danieljwkim', 'thanhtung0512', 'CC4i', 'abhinavbhatia', 'nglaiboon', 'guliupp', 'brycebywang', 'LouisSunQ', 'mcc311', 'kyle-google', 'HamidMoghaddam', 'philipmueller', 'mrke195', 'maldv', 'zaursamedov1', 'open-ko-llm-bot', 'DanielJunior', 'soblak', 'McCawley74', 'kcos', 'seattlealfred', 'tmatsuda', 'maxsong2', 'HanningZhang', 'benni123', 'yangyi02', 'farhadrgh', 'tatianatulu', 'Tejoram', 'chenfenghhh', 'snemes', 'flexwang', 'Sandhini', 'magurmach', 'zhuchuanbo', 'thaiminhpv', 'pradeepd', 'lingjiew', 'luou-wen', 'zpm0', 'sushisauce', 'robertoraffogoogle', 'jialinsong', 'DeepLoading', 'xuanzhang', 'RayzZ2A', 'artbataev', 'Tom94', 'mylibrar', 'morishita-soichiro', 'MyNameIsAnn', 'guanl123', 'gukgurgel', 'EllenX', 'amccaskey', 'dongx1x', 'tpragasa', 'CollectiveCognition', 'KTH', 'benjaminstorz', 'VoxAI', 'alexlimh', 'rbai86', 'July-June', 'coralnlp', 'kmting', 'ariknarkis', 'simonkamau', 'iftenney', 'butterswords', 'pziecina-nv', 'SmolVEncoder', 'jz2023', 'samgunn-google', 'willhuang1997', 'tobiasnorlund', 'SarosVale', 'wujiawe1', 'mlepori', 'nhatminh', 'lewtun', 'SwayambhuRay', 'DuttKalapatapu', 'arakowsk', 'asawareeb', 'facebook', 'ma-sundermeyer', 'ivandcue', 'hang401', 'masoudkaviani', 'ceyda', 'rui-y', 'chelseychen25', 'himansu-sarvam', 'FluffyUnicorn', 'gulixin0922', 'eunhwanpark-motiftech', 'sfc-gh-sabbas', 'webis', 'KentoAoyama', 'yushigugu', 'YiYiXu', 'nvkasikritc', 'Jayanta47', 'bryanwilie', 'bohoro', 'tfenn', 'vanilla1116', 'lj23lj', 'askuric', 'MrBananaHuman', 'joat', 'yangfa', 'vpotluri', 'nandezgarcia', 'youngeunk', 'mmmendaxia', 'dlindsey-nv', 'tals', 'akhaliq', 'janethefinest', 'vishnumadhu', 'xyzatrb', 'Arabic-Clip', 'HuanranW', 'sondeluz', 'puccho', 'kaelitully', 'sfc-tmeacham', 'sniper-qian', 'K-Niu', 'trighton', 'mingrx3', 'zetiansss', 'LalithSharanIntel', 'noelcodella', 'NFH', 'jqiyue', 'ajfrai', 'shivam15s', 'ttchen', 'akberr', 'wengkhai', 'wuzhiying2023', 'apappalardo1', 'murriel-google', 'PhilTsai', 'bayartsogt', 'amdjdasilva', 'Microsoft-CoDi', 'rickymaggio02', 'egroden-i', 'masayuki-kawashima', 'robinschmidt', 'kevinzhang8888', 'tariqmumanbytedance', 'Thannob', 'dbz-at-google-dot-com', 'zhuohaoyu', 'ethanhe', 'pgabbur', 'Minsoo0707', 'crononz', 'onnx-internal-testing', 'reid-goodbar', 'RCrowe', 'Farida747', 'chatarena', 'alekandreev', 'sunzhongkai588', 'enijkamp', 'snova-jamesv', 'anshuman0107', 'bhanu-sharma', 'takkii', 'benjamin', 'asvenk', 'anshumansr', 'abheesht-sharma', 'joonhyung-lee-naver', 'kokchai-intel', 'gubartz', 'frshen', 'sdocio', 'benmkor', 'praateek-nv', 'chandrasekhard1', 'amphora', 'axelxx', 'atobiszei', 'vavyas', 'norbertk', 'Hindi-data-hub', 'Manel-Hik', 'narenathmaraman', 'rachel-bakke', 'haofengac', 'ashlaban', 'amandaeliasson', 'pabrsf', 'ai2michaelz', 'Akinyi', 'stevhliu', 'dolfim-ibm', 'maartenvs', 'oargov-nv', 'vanshils', 'yifan', 'HaimR', 'SharonShuang', 'xinw1212', 'venkata-sai-chandana-damarla', 'anzr299', 'MedHALT', 'amaciaszek-unstructured', 'MaxComp', 'wanghaofan', 'nakosung', 'dhrum22', 'mancomaojinsong', 'drusso1234', 'cksim', 'daabundi', 'WinXP', 'bslava', 'junnanjing', 'manzilmeta', 'carlosGarciaHe', 'Chaeeun-Kim', 'cobra-cli', 'fsteinbauer', 'Guti', 'CuriousCase', 'hongliu9903', 'kdawoud91', 'JimmyCrasher', 'rpoddar08', 'carsonwang', 'yzhang123', 'yoshiki-ohira', 'parth-sarvam', 'avdberg', 'danielh', 'oliverwm', 'carlosdanielhernandezmena', 'jeffboudier', 'doubledsbv', 'anutakki', 'IFMA', 'kiranintcai', 'galaxyxiaoxi', 'TranscricaoAudio', 'rsULTRA', 'ravir123', 'fsabri', 'superako', 'dbermudez', 'teoyde', 'HF-test-lab', 'DerekZ', 'zhongli2005', 'sevitha', 'chaofanl', 'dvianna', 'webhooks-explorers', 'shengshiqi', 'trsharma', 'Zhoues', 'oepen', 'abhgarg', 'nabinnvidia', 'laraneich', 'savit123', 'losyer8', 'mmasood', 'pjball', 'russellhowes', 'wfcool', 'HelenaZheng', 'shubhamgupta', 'avaniresearch', 'cuizz11', 'jisraeli', 'zhonggao', 'cyy1029', 'iyengarvinitha666', 'unbias', 'cloudrainstar', 'nazlis', 'zning-ning', 'HeyHolmes', 'mickaelseznec', 'KlemanFR', 'sharma974', 'mpotto', 'jessicagarcia', 'tsuzuki-sbint', 'siko1056', 'balysgoo', 'alex-h-hf', 'Tiramisioux', 'RakutenSd', 'neidhartlau', 'Machop', 'wincent8', 'zijiac-nvidia', 'stevenkuang', 'ptshaw', 'LL0721', 'uday610', 'atom-tech', 'chitrabg', 'jchli23', 'jackal1586', 'SiweiWu', 'manishjn', 'weicheng-zhao', 'alastair-breeze', 'nmundra', 'YoadTew', 'ooolabiyi', 'alexlinke5', 'Xiaofeifunny', 'rrlamichhane', 'santinor', 'blanchon', 'Dev98343', 'sosuke', 'r3su9', 'hemu', 'sauravsit', 'nicopoirier', 'Gemray', 'terry-uh', 'sbrouck', 'smaciag', 'm-hirakawa', 'carlaperez', 'aalexandrov', 'yentingn', 'brunatrevelin', 'shunjiadnvidia', 'rayandasoriya', 'romainlancelot', 'nv-kkleczewski', 'msdubrin', 'databricks-demos', 'toozigi', 'csnyder', 'amitmarathe', 'ngannt', 'isamsonov', 'Taishi-N324', 'sidkoch', 'nikolare', 'ahGadji', 'asteier', 'cdjkim', 'hhhuang', 'marrodriguez', 'federicopascual', 'cjpark23', 'hampusbrynolf', 'deguyu', 'giladtaase', 'soonee', 'galsenai', 'NVHJC', 'TemporaryPermanentWorkaround', 'TomokiFujihara', 'Duino', 'vanesamarar', 'Vanint', 'dayday-up', 'SFEvent', 'TFYoYo', 'jefowers', 'Teemu', 'gopikrishnajha', 'stangoo', 'erhoo', 'mreyesgomez', 'Ash840', 'chenxiangyu11', 'tarundhkr-nv', 'edurdevic', 'dkamber', 'vidore', 'JoGraham', 'Epiculous', 'ztenghui', 'vbandari', 'shoffman', 'yedanjuan', 'shawanuw', 'gsarti', 'ymxlzgy', 'JimZhang', 'glisca', 'angliz', 'pgaeta', 'wangyulong', 'nvahmadi', 'ayameRushia', 'Oisin33', 'nispat', 'Pedrinnh', 'Paras2612', 'optimass', 'sayakpaul', 'edgarriba', 'habdine', 'sfc-gh-jdacosta', 'AvinashMadasu1', 'sbalaraman', 'ferrarim-goog', 'kenwong', 'sgopired', 'lanboLee', 'anitzan2', 'guscasas', 'paul2li', 'ThaiSyntheticQA', 'fpianz', 'ckczzj', 'khalilhimura', 'Fallmo', 'asurla1998', 'psesito', 'LiruiZhao', 'acvitano', 'zihye', 'jenyag', 'wangxulin', 'ZhenhuiSun', 'davidoj01', 'marcossilva', 'asura254', 'Dogtail', 'avnishnvidia', 'tolusophy', 'zufang', 'gsomanath', 'juyoung-trl', 'morganekmefjord', 'MangeloGoog', 'aynurin', 'Zenodia', 'Vaibhavbrkn', 'dcaff', 'vyraun', 'NeelRed', 'huy-nh-2000', 'kamuy-shennai', 'Syrine-Krichene', 'MarcoOrtega', 'Javin123321', 'yihuaxu', 'cthiriet', 'spencerkclark', 'ldi18', 'mjyothim', 'spleines', 'kaggle-team', 't-fi', 'asoroa', 'kathaem', 'Wulichao', 'Mindya', 'talha-alam', 'GoSuX', 'wren93', 'erikpolano', 'hasanawais', 'peturorri', 'naiteeks', 'db-yuki', 'a-scarlett', 'sankeerth95', 'trk-demo', 'genman', 'floolf', 'brtsz', 'tunicashashi', 'JohnB35', 'manuelcandales', 'pvduy', 'Hskin', 'Stevie000', 'diwanc', 'qiyang-zhao', 'AngusCrane', 'HasindriMBZ', 'ddyuudd', 'NV101', 'wjiaqi', 'asagilmore', 'daedalus66', 'shinonomelab', 'gbhatt2', 'intheDC', 'nvdev183', 'donut32', 'jurameta', 'WendHuang', 'edinburghcstr', 'kevinford', 'charlesbernard', 'SlackMLS', 'hhxa', 'viveklodha', 'kazijehangir', 'nsubramani23', 'drogers', 'almontef', 'zhisbug', 'andresvigil', 'uncle0gre', 'relie00', 'dbaranchuk', 'nonconf42', 'Mongjin', 'gugarosa', 'Shashi99', 'yashikagandhi', 'rhubert616', 'XinyuCai', 'russmcree', 'arcee-ai', 'Akshayram1', 'stahtine', 'TTiya', 'ellenmezera', 'omarkhleif', 'sunhaonlp', 'ltgoslo', 'stasstaf', 'pmuthkumr', 'Gabriel-Teston', 'utkarsh-sarvam', 'elaine1024', 'MDario123', 'taasawat', 'mholsomback', 'saihv', 'vclaveau', 'deepseekwzf', 'manluo', 'smkohler', 'laineyyy', 'dlahiri-g', 'LFRDM', 'uartie', 'molonelaveh', 'silviuhrehoret', 'arthurforce', 'AkimfromParis', 'iritg-hf', 'fisherma', 'rehuang', 'linjoe3', 'toliks', 'Lyxia', 'mramazan', 'soumyash1310', 'anupreni', 'carlhenrikson', 'zg-databricks', 'ShiriHoc', 'ppawl', 'hamel', 'maybemiya', 'achraflab', 'nvbk', 'ji-xin', 'simbet', 'XIJUN1', 'mlops-aisg', 'sukhoie37', 'hrw', 'Tonic', 'Jsevillamol', 'absinabs', 'pfrancy', 'chteohf', 'bikashchetia', 'rinong', 'shrirajpathak', 'esonn', 'DarwinAnim8or', 'Abhilash', 'ianm-cerebras', 'bunn3', 'terrencefm', 'hydbalu', 'intel-11646131', 'JohnsonTan', 'hsramall', 'wlou', 'liusiqi43', 'reaganlo', 'pauly0418', 'yellowvm', 'Lianhao1', 'glottman', 'yilche', 'yufans', 'Hybin', 'jumonsen', 'zilic7', 'clancyoftheoverflow', 'luqmanxyz', 'michalg', 'lasirona', 'oskarvanderwal', 'apyh', 'll-re-hf', 'andyp-nvidia', 'kessel666', 'adva117', 'wavy-jung', 'RainyYi0906', 'zhenreplit', 'ryanaoleary', 'vaewnut', 'sahisnu', 'anitasin', 'hhzhou', 'xzx34', 'Ahkun', 'Mraj', 'casaman', 'yquan', 'AlFrauch', 'manasakandula', 'shuyanzh', 'tomohidenagam', 'paragsmhatre', 'alicewwz', 'gejjiabha', 'dhuynh95', 'YoussefMansour', 'laikh-nvidia', 'atkalcec', 'cchen1', 'vvolhejn', 'konrad-czarnota-ds', 'bmccoy', 'Saidgurbuz', 'LJL36', 'nkovela', 'dataconverse-ai', 'adi1-NV', 'sudi2', 'unsubscribe', 'yuikns', 'luciexu', 'mikcnt', 'nharris099', 'cyapuw', 'nwais', 'abhissahu', 'yushuoTUM', 'kristinazhao', 'ACDRepo', 'sahirema', 'ctessler', 'csuter', 'samankh', 'leo201218', 'bvd99', 'Jaynormous', 'aarnphm', 'ahmedxomar101', 'Fabriwin', 'skibidibook', 'PhilCulliton', 'doubleBlack', 'ryzalaisg', 'anthonyrodi-intel', 'raghavan-sarvam', 'dimosthenis-g', 'crivard', 'mathislucka', 'Vesu', 'KoheiSuda', 'ritviksingh9', 'ivanherrera', 'whitecircle-ai', 'yc2024bd', 'LinhBK', 'syavuz', 'akhilsathuluri', 'sarahova', 'byteXWJ', 'mali90', 'Christophorus', 'austinvhuang', 'hiieu', 'Kelvin0428', 'google', 'ZihanWang99', 'TrnLinh', 'prateeky2806', 'odashi-t', 'Didi2033', 'echai', 'jl-abc', 'pkarnati', 'synxlin', 'lkv', 'erin47', 'mp-nv', 'Group11-2025', 'dekhaus', 'nv-fszarwacki', 'somosnlp-hackathon-2022', 'Farzan505', 'saiki123', 'Scabotti', 'r1w4ki', 'elaineyangjojo', 'Xenova', 'cbe9', 'Magnusbkr', 'mathewray-google', 'lyiren', 'MichaelEvans49', 'mhmalmir', 'yihongLiu', 'BoDong', 'jaeheui', 'pgifford34', 'platzi', 'ff670', 'hlnchen', 'Roseroll', 'duongna', 'bartowski', 'svenwb-db', 'Davlan', 'ashwania', 'SezenFelekoglu', 'yifanyuG', 'MSamba', 'huiyao', 'ccanton', 'akungApple', 'crunchberry', 'cohenta', 'yilunzhao', 'ekumar', 'hanson91696', 'rahular', 'hgarg', 'fredfung007', 'YujiaHi', 'zobwink', 'dadu-nvidia', 'JingweiZuo', 'Lomarquis', 'afierka-intel', 'rodrigo-nogueira', 'Joffe', 'danieldeutsch', 'fahmed91', 'sganju', 'Jojobigworld', 'sungeunk', 'tfbot', 'viramakr', '0hawkeye33', 'danyhai2', 'liuyilun2000', 'nklc', 'no-mad', 'Cong', 'facelucas2025', 'clides', 'Rosariou', 'RachelPerry', 'baktrian', 'mat-mul', 'plieb', 'Pranjalsingh1', 'Athena772', 'pavlichenko', 'MarkdenOuden', 'hshouk', 'arunvenkatesan', 'marticortada', 'nickkramer', 'madog', 'Vasanth', 'lmz', 'ywang30', 'universal-ml', 'GabeWeiss', 'vfcarida', 'Ravneet', 'hridaychhabria', 'ncheliyan', 'gy293tum', 'deyabhishek', 'samhalim', 'aandrusenko', 'Caleb4869', 'jgomezlo', 'rprawachan', 'wojciech06', 'cxlcxll', 'titipata', 'hishabcommon', 'rajeevrao', 'richbrat', 'ygeifman', 'parkerh', 'RuizheHou', 'WebSpellChecker', 'sonsus', 'GCMuller', 'akantak', 'thanhtvt', 'elungless', 'eladcohe', 'yingbozhou', 'patrykbart', 'nadoni', 's-JoL', 'k-inomata', 'Nanobit', 'shruti2105', 'rmukundan', 'susstech', 'vbhuggingface', 'mmosbach', 'kartik060702', 'pujiang', 'kdf', 'zhangch', 'dmgcsilva', 'amael-apple', 'al31415', 'alkiskoudounas', 'kevflu', 'ikutan', 'peterparnes', 'minjeong11', 'sonamehra', 'YuvalPL', 'lingjies', 'pso-tum', 'ModernBERT', 'kk21', 'pngwn', 'rinerine', 'eamrani', 'NoraAlt', 'Devosmita', 'savelascod', 'Arturito', 'semeru', 'litwell', 'Choudhry', 'Ezi', 'tekclaw', 'cjacobs7', 'kajsanorin', 'brunopop', 'cabbage07', 'BenjaminObermeier', 'tymowilk', 'lpq29743', 'tulika214', 'imedennikov', 'drt', 'pkyj95', 'BrigitteTousi', 'AlmawaveProdMKT', 'webalorn', 'Betty1228', 'lijia15x', 'liomad', '100daggers', 'anurag-openai', 'dhargopala', 'mikelimcaco', 'mboyajian', 'yangwhale', 'juziyt', 'ScandLM', 'moamaan', 'AdilZtn', 'avramandrei', 'lorenzoridi', 'discord-community', 'jimmykim9001', 'pavankumarvasu', 'occiglot', 'eero-tt', 'lambert0312', 'lsw825', 'seemachauhan13', 'Ronnierh89', 'maddiedawson', 'sora-miyamoto', 'chenlzk', 'lynnmom0', 'yyupenn', 'it52nn', 'Cheponk', 'Coffeey', 'androstj', 'kodai-watanabe', 'pjaeger', 'peiyun-hu-apple', 'abadkinv', 'UMAKANTH55', 'linmadb', 'yazbish13', 'Kumuluzz', 'collinst', 'sasha-db', 'pstroe', 'tree-park', 'bbenamorhome', 'ahmedheakl', 'tivonrice', 'kuldin', 'cookiekop', 'skaestle', 'bobfdsaf', 'edantoledo-meta', 'hakanw', 'longshiine', 'myuniverse', 'RJZ', 'NumericalMax', 'AL2O3', 'samayamadhavan', 'screemix', 'anas-awadalla-sf', 'jasonsummer', 'sana-ngu', 'yvianSu', 'ptdataScience', 'Sabamiso634', 'Yescia', 'kgajdamo', 'lihaoyi', 'pmracek-databricks', 'donkilu', 'gartenfeld', 'josh-melton-databricks', 'keshav0001', 'ClementRomac', 'dishakothari', 'astein0', 'LouisDiesser', 'aulyxair', 'danielkornev', 'eagafonov', 'dryles-intel', 'SumayKalra', 'MuqiuW', 'liuyingshan', 'adachao', 'Suibin-NV', 'vagenas', 'anirbanbasumicrosoft', 'GeraDmz98', 'pcuenq', 'markweber', 'vizhnu', 'yuanjings-nvda', 'bkanaki', 'acegiln', 'bbiber', 'jeff-lewis-databricks', 'jpwsutton', 'interstellarninja', 'silverfisk', 'stackoverflow', 'xcjthu', 'illyanaumov', 'ShinDJ', 'shacharrosenman', 'patricksf', 'bowenbaoamd', 'ashlippers', 'arthuryuan1987', 'yaoshiang', 'carangionv', 'telepix', 'AbhijeetA', 'psakamoori', 'FlagBeta', 'data3000', 'saitejakadiyam', 'programmnix-askui', 'neeshen', 'yuvalai21', 'ziyang1060', 'msy123', 'cahlheim', 'nvdamali', 'xquququ', 'AlekseiAB84', 'randy-akerman', 'magnusp', 'kenchan0226', 'Achazwl', 'abidlabs', 'xiaohuit', 'wangrumm', 'hariprasadreddy', 'voorhs', 'ariyama', 'GrumpyZhou', 'medhit', 'gorold', 'tosborne-db', 'trevphil', 'lixiaonan', 'lukapuka', 'pbai2', 'skand-tandon01', 'lseethar', 'xavierpuigf', 'mossbee', 'wkomor', 'sophiapeng', 'Ladanik', 'zylin1', 'tharunmeta', 'rujinlong', 'Schaolone', 'quadriat', 'galchechik', 'rajivram', 'SimonLanger', 'marinazhang', 'kplm', 'cloudchrischan', 'xgniu', 'mattcoler', 'DYared', 'SamujjwalIIAI', 'etiennenoel', 'fcrisciani', 'vinnyshin', 'SidKashyap-at-Intel', 'jingqiao', 'ericpennaz', 'rbiswas4', 'SEUZCYYDS', 'cjhuang', 'evan0617', 'jensg', 'Borchmann', 'toloka', 'lyn2024', 'mranzinger', 'Annah998936', 'rchan26', 'yunhsuanc', 'nfvs', 'KarunakarK', 'Justcode', 'justram', 'miguelclaramunt', 'AndrijDemianczuk', 'mykor', '922CA', 'Runqingqing', 'lxr0827', 'kevincobain2000', '1024m', 'stonehsu', 'CA-Takashi', 'Ashmal', 'gaoyue-amd', 'aaronday3', 'hongluzhou-sf', 'omriher-intel', 'yechen', 'tv311', 'justheuristic', 'TommyBoije', 'arwenbradley', 'Pirlouis', 'jkirchner', 'Mat167', 'amishajhanji', 'sfunkenhauser', 'MsanMsan', 'RicardoRei', 'anjaliwarier', 'tk-84', 'dkxocl', 'larry-poon', 'Nicolas-BZRD', 'hongrach', 'fabian00001', 'krotima1', 'mageed', 'tazhang', 'xuedinecat', 'LightChen2333', 'gc12', 'maxischaible', 'HuanLin', 'sjc00215', 'hecahoe', 'natjro-uw', 'hdeist', 'ljjbupt', 'jasonklotzer', 'JerryYan123', 'yichenxu99', 'skesharwani', 'laklaja', 'Iurnem', 'intelshashi', 'haipeng1', 'peters-allenai', 'cetosignis', 'koyelguha1', 'r-mirizzi', 'InternLM-Math', 'andriym', 'jrmccluskeygoogle', 'iurii-nazarov', 'felixchow95', 'vmal', 'mgueta', 'gmanaud', 'MaximumEntropy', 'nth2000', 'hyamatsuka', 'cataluna84', 'jlee17', 'lodrick-the-lafted', 'ashishvaswanigoogle', 'xxiaoyali', 'lyonzhao', 'nihelm', 'growlix', 'sung1kang0', 'GursahajKohli', 'twsu', 'nbenslimane', 'himanshu3jul', 'tina2900', 'IanMWard', 'annary', 'shravandheep', 'vimaljose-db', 'whidbeysea', 'jiaxuanx', 'perrus', 'isafulf', 'limich001', 'stingning', 'meribou', 'bs-modeling-metadata', 'rplavender', 'sf-tmasuda', 'Bill-L', 'Chungc', 'awboai', 'koichishirahata', 'erikhenriksson', 'Sherloc512', 'llkilometer', 'suyashba', 'teeaamcook', 'barthfab', 'Du97', 'deepikarajani', 'Paul180297', 'Rodger765', 'natnitaract', 'gabbenjbr', 'fernandopc', 'til-991', 'ap8H5EHG5kxDx9Ja2ZfR', 'yingcanw', 'wthong', 'Shravanthi', 'StevenZhang', 'LudovicPeran', 'yuzhongw-nvidia', 'MiguelAngelRmz', 'harshjha5122001', 'hdevinney', 'asampat3090', 'kolecke', 'ppattnay', 'nkandpa2', 'andreim14', 'Stonepia', 'Yonghua', 'TiberiusCooper', 'thrumbel', 'anchen1011', 'fazaftag', 'syshsiolabuser', 'HSeo', 'ninomiya', 'Kentaro321', 'Dinesh-yellowAi', 'Vezora', 'robert-altmiller', 'JeffLuo', 'melisevers', 'georg3141', 'if001', 'mhan', 'juka48', 'anchit-gcp', 'piyumalanthony', 'ddamianos', 'kchen29', 'nskwal', 'jamesmwang', 'zehuanw', 'akomor', 'sfc-pp', 'xiaoximew12321', 'PXPX', 'JialinOuyang', 'masaki-sakata', 'heliza', 'snova-tonyz', 'sitozaz', 'jesusmanuelremon', 'lferreto', 'martinm1968', 'jdzw2014', 'ishana7', 'mjeblicknvidia', 'zomo', 'umarbutler', 'abaheti', 'jev-aleks', 'ophir007', 'Vivek', 'kibwolf', 'haruto2001', 'ARKseal', 'alynie113', 'jongmaxw', 'spouya', 'twillhal', 'mifuku', 'leejunhyeok', 'clementmandron', 'martinzwm', 'ellarabinovich', 'Vincentnien', 'enriqueplata', 'stamshem', 'km1139', 'jvcp', 'vaastavarora', 'andrewfoong', 'leicaoonly', 'ridwanur60', 'sdevare-nvidia', 'matluster', 'JAIEUN', 'hshelm', 'wenjiao', 'ghofrani', 'aisheets', 'summervoiceproject', 'sky24h', 'wmhst7', 'Sanyam', 'htc981', 'feifeibear', 'ThaiAILab', 'adityaks-cerebras', 'mischeiwiller', 'tiara965', 'HuggingFaceFV', 'bssnydergoog', 'jshin49', 'andreaottogalli', 'Marmoot', 'GSSBMW', 'juan-openai', 'ngroza', 'FofoBee', 'jnj-ds', 'dgarg77', 'AgainstEntropy', 'lgienapp', 'mcragun', 'mattsday', 'mx-test', 'Ale714', 'erkln', 'hainanxu', 'mansheej', 'CristianLazoQuispe', 'CodedotAI', 'Uday2703', 'pawelkiszczak', 'juletxara', 'chhall', 'SALT-Research', 'jaro-sevcik-nvidia', 'parishadbehnam', 'jsainz', 'taotao97', 'soumyadipghosh', 'keihigu-sbint', 'djacket', 'S7ev3nnnn', 'ghoyem', 'PratikPanda1', 'Wenbinch', 'csilvarivera', 'spanev', 'qizh', 'fhuie', 'juliusss', 'visivakumar', 'hpbd', 'roy29fuku', 'hsuyuan', 'esardell', 'Baolin', 'TristonNV', 'IdoGalilNvidia', 'gauravdey24', 'conglongli', 'rommashka', 'loko11', 'gabrielaltay', 'pnevskaiaan', 'viviennezhang', 'Ajith15', 'qanthony', 'audtan', 'craymichael', 'kalo-team', 'thomasht86', 'nthakur', 'carmentano', 'wangyongqi', 'tanzeyy', 'vscodes', 'satenderqazi', 'cliffwong', 'ydalal', 'gsc74IL', 'yuvalhaimovits', 'dpim2', 'prafullachoubey', 'julian-on-hf', 'kazutaka0531', 'mgmoesta', 'Atnafu', 'PyTorcher1729', 'Ligeng-Zhu', 'AlexanderGbd', 'aice-support', 'maheswaris', 'mpolomunstructured', 'keras-io', 'data-is-better-together-contributor', 'maite', 'rushabshah', 'mmalhotra99', 'tscheepers', 'mzusman', 'ferret', 'kaishengtai', 'davidgibsonp', 'albertomurguia', 'Mizget', 'tunargs', 'jorsj', 'Chendi', 'allisond', 'youyou782', 'Jeongyeon', 'nikolobin', 'BlitzBricksterYY-db', 'mcxiangalds', 'nv-sam', 'hteeyeoh', 'Mmelly', 'noandrews', 'Guillaume1989', 'qianxiao2', 'jakubintel', 'reutnagar', 'vjangale', 'vaishaal', 'tzh800123', 'deprem-private', 'jchwila', 'charlespencerjames', 'ehristoforu', 'besacier', 'flolf', 'svintel', 'Pashtet', 'Karolina', 'kentjzhu', 'dilaragokay', 'scads', 'skylercode', 'alok794', 'haboy5258', 'djsaunde', 'Backis72', 'Kosuke-K-21', 'MaxMnemonic', 'agreen2002', 'speech-recognition-community-internal', 'nvvasusingh', 'jbhateja', 'qanthony-z', 'Rocketknight1', 'hmbert', 'kathy-yu', 'rohrao', 'ryomak', 'bennykille', 'papasegam4x', 'wphicks', 'philschmid', 'Ruchikaprasad', 'SiddheshPore', 'kishanka', 'nomic-ai', 'doyer', 'maxmed', 'olegm2000', 'ShotaMatsumoto', 'russstarr', 'bblab', 'RichaTiwari', 'irenesolaiman', 'hildur', 'JTYG', 'dchigarev', 'kearron', 'tomo-hatake', 'myrond', 'yinweichong', 'bonkf', 'ezwanenb', 'RastSD', 'akochetov', 'pittawat', 'Terrycc', 'Tile', 'yutwu', 'srk1988', 'aine-swiers', 'Sarangb', 'CHHAO999', 'AppleDan', 'priverabsc', 'arthurc-amd', 'cemig-ceia', 'xinglong123', 'common-pile', 'anna-a-m', 'jbarnabe', 'masterllkk', 'TAIDE-EDU', 'cli17', 'responsibility-framing', 'aushakova', 'michaelbenayoun', 'dwhitena', 'shreydesai', 'julkuhn', 'ifrit98', 'jelmervdl', 'jiynv', 'davidmokos', 'BDWendy', 'VictorLW', 'abeja-inc', 'mladgoogle', 'pyuan2025', 'rmandr544', 'mke', 'rajhans-snowflake', 'arsetion', 'imirzadeh-apple', 'slavashe', 'tbarik', 'jcruzrodriguez', 'heimafeitian', 'john-leonard', 'aimeeh', 'waleko', 'tmrmr', 'mwjohnson', 'adrianbegoogle', 'theshizaali', 'mrxindc', 'nikhilvenkatesh1', 'SuperBuilderLeo', 'kogolobo', 'suseellaNV', 'adhekney', 'JCrease', 'yizheapple', 'susu2142', 'MaxMatthew', 'Sheidanava', 'onionymous', 'Ofcoursedi', 'MWeinberg', 'GregorPM', 'ialbrecht', 'wenshi1', 'Yuu0402', 'kushalarora', 'maxinwalk', 'bladamir', 'saumishr', 'sbernard', 'ConstantinLC', 'hulala123', 'cmershon-sf', 'sergenasik', 'amainz', 'fu0001yu', 'laverdes', 'Atoorians', 'QuentinJG', 'EmmaKW', 'rajeevshekhar', 'zhi-cerebras', 'anoushka0502', 'SPA1', 'elungulescu-nvidia', 'Nviolon', 'pchebolu', 'rosban', 'MikhailVyrodov', 'Pigdoguk', 'Golovneva', 'MenloMaggie', 'Poulachon', 'teoweiyi', 'valeriulacatusu', 'cgavini', 'chaimaghaddab', 'mmanthouri', 'michaelhebenstreit', 'EugeneCrb', 'cyrilzakka', 'mdoulaty3', 'awrenn53', 'bokalnv', 'manutt', 'kevin-nlp', 'politecat314', 'e8johan', 'gmammadov', 'shreyasvivek-kulkarni', 'billyjacobson', 'J0yfulV1r4j', 'BaselMousi', 'StarSure', 'MarkTTT', 'gehehe3', 'ziyangsalesforce', 'TheoM', 'rmcelrath', 'fluan', 'nlp-academy', 'sumit-sarvam', 'Jonathan1212', 'Nvidia-NetanelHaber', 'swadheen', 'sgouda-intel', 'girishpatil', 'bnpd', 'dragon7', 'alikhosh', 'ludepa', 'Junonlee', 'Yahias21', 'dsksd', 'kentanaruse', 'kartik', 'SaylorTwift', 'ekavlako', 'ouyanglinke', 'tkohlber', 'sgode', 'olegovcharenko', 'qpzz', 'olegklimov', 'dontsing', 'ifarhat1993', 'zohadev', 'ericarodrigues', 'yiangela7', 'antonioloison', 'Blaze7451', 'aneelaka', 'weizhey', 'weizhou03', 'Emmanuelibem', 'SimonZvara', 'Vaibhav-30', 'martasd', 'hyperdemocracy', 'hnorhoj', 'oskarhol', 'AnanthZeke', 'myue24', 'msimons', 'khubaib92', 'wentuz', 'LydiaZzzzz', 'protosser', 'bbowen2', 'zryan', 'bbcheah', 'Paul', 'edknv', 'liuxz0801', 'kevin-yauris', 'codazzy', 'JDill', 'kissge', 'lionelconstantin', 'RobertFripp32', 'doyopk', 'hyandell', 'JonusNattapong', 'Community-LM', 'mwieczorek69', 'kastan', 'Steven1777', 'gmadrone', 'VDSF22', 'tohnann', 'desmond-intel', 'lukasborggren', 'danilapetrelli', 'ph0en1x1996', 'tawfiqfm', 'junonya', 'Aktsvigun', 'CynthiaAISG', 'DustinFace', 'lgooch', 'Jarvis73', 'famoreau', 'mgrewal', 'gmikewalker', 'rhapso76', 'seenureddy', 'hunoutl', 'Chungyeh', 'mumu209', 'Mayfull', 'Nolia', 'edinkin', 'lsridevi', 'louie-m', 'antarfrica', 'prabhalasandhya26', 'omalm', 'andrewrreed', 'yuw-nv', 'zacharyjamador', 'luisrobertoac', 'EJMiller95', 'dchenna', 'iekang', 'jcampos', 'miangangz', 'hikim', 'CeliaShu1024', 'steffigro', 'KariR', 'zeromquan', 'iancovert', 'KevinLii', 'tbxffcc-24', 'mloh-fw', 'polina-tum', 'annago-zy', 'ZhengCHNO', 'hmjohnston', 'vpolin', 'dhruv-fireworks', 'dazuimao1990', 'kashif', 'GeorgKohl', 'HenryCRM', 'BIwashi', 'pli76', 'Dayyyan', 'rpilgrim', 'pprabhakar', 'edobrowolska', 'JoaoGraca', 'mraza', 'yinghu5', 'brnguyen', 'shieldhombre', 'commeignes', 'vc-nv-0121', 'fvancesco', 'atrott', 'danielnv', 'abordt', 'marcenacp', 'R3p3ar3d', 'jgtong', 'sumyahhh', 'JerryXu98', 'tl-hyungguk', 'nikhilsk', 'vincenzo-sciacca-fox', 'jfries', 'andycsn', 'xniu', 'VitamineZ', 'NatashaEB', 'fangchangma', 'wonhosong', 'bryanvann-kindo', 'zhangjichuan2001', 'minh257', 'genggui001', 'rohangupta1', 'premram', 'jodumont', 'dz-xt', 'JakeSchultz', 'toong', 'wenxcs', 'TeamLLM360', 'jackyoung96', 'openvino-ci', 'dbora', 'pr23', 'doubility123', 'YukSing12', 'pclark425', 'sayan-sambanova', 'pushp16', 'mblumling', 'Askinkaty', 'NeverSleep', 'tricktreat', 'hiroshi-kiyota', 'Nluiken', 'pelonomi', 'kopsahlong', 'EdoAbati', 'KYJun', 'jinjieni', 'bd-dchin', 'mainlp-bionlp', 'Tushar-M', 'MrOpenVINO', 'fcasterline', 'bgf4', 'pawel-grudzien-h2o-ai', 'yevgenm', 'peinan', 'Frayin', 'laurievb', 'gihandias', 'Crystalcareai', 'pranjlipandya', 'HongR', 'BoscoTheDog', 'yanmeng5', 'cb1cyf', 'rwaleffe', 'Anhforth', 'johnz316', 'cnut1648', 'tommysiu', 'Madhav14', 'gcmohri', 'zhizhou57', 'LeTue09', 'AndreasJaeck', 'mojganm', 'cg1177', 'mahnerak', 'Aelaph', 'soksof', 'mboehle', 'thomaslmc', 'wenyuanz', 'AEgorovich', 'SkalskiP', 'Shub26', 'ihor-marchenko', 'dynamicwebpaige', 'gevorkter', 'IgorC', 'jkhoury', 'badaoui', 'ahmedbilal2686', 'jdelavande', 'yadli', 'nilsh', 'jaimin', 'rithikv', 'MedB21', 'lvhan', 'anshikasisodia', 'LeoZotos', 'prafullks', 'JoyJam', 'yufanhuangNV', 'nr2n23', 'lyerbic', 'Holofy', 'flow3rdown', 'wxin94', 'ihan4nv', 'bowenyang008', 'foreverpiano', 'pitehu', 'Alyosha11', 'namin0202', 'sandy99', 'fquint', 'hc3k1', 'jodent', 'Carkham', 'sylviah-cerebras', 'abodxx', 'ssachs', 'nonyabusi', 'dsheffield-nvidia', 'Anel-Stability', 'TrippieZ', 'MagicWyzh', 'rayynxu', 'alexey-kalina-jb', 'uw-vitabrevis', 'chrisqinxuye', 'jed351', 'nsfinkelstein', 'sujitpal', 'rakeshvarade', 'seungtaekim', 'jihopark17', 'danielhnamd', 'laxmareddyp', 'isaacmac', 'tboissin', 'yash-sahu', 'pskierko', 'gyin94', 'enrico-fini', 'kalyanasishchanda', 'Zitongs', 'rleary', 'ldunvidia', 'khormnic', 'JessicaEcht', 'marosblaha', 'pmaulikv', 'vijusudhi', 'yfwei98', 'ganler', 'delosycho', 'YohaiE', 'czczup', 'vinuss', 'Foxicution', 'bpop', 'wgao2021', 'paulpak58', 'zhaolei0118', 'apf1', 'Divyasreepat', 'EkhiAzur', 'jiahuimbzuai', 'whcao', 'Eraa', 'CinePile', 'Nous-Research-Core', 'arischioppa', 'mifril', 'Daemontatox', 'Thorzar', 'Ciaranshu', 'Zhangdanyang', 'ZhhDanielChen', 'fzarnecki', 'akraniasapl', 'haidark1', 'dyee', 'Darkknight0425', 'zahnna', 'liquidalex', '3ebdola', 'jgambera', 'bleongsf', 'flax-sentence-embeddings', 'proboscis-ca', 'nrags', 'asiuhfdg', 'HBhatia98', 'FKuypers', 'open-med', 'manumeehl', 'zjl-bd', 'escoba3', 'hiroshiouchiyamadatabricks', 'jpfeffer', 'sameerchavan0027', 'alon-albalak', 'musashihinck', 'saneens-sz', 'jgangani', 'FannYYW', 'zombieyang', 'cacaho', 'vtrinh', 'miaomll', 'okozlova', 'iamontheinet', 'pritamsahoo', 'malyshev-sa', 'CyanicX', 'majed-als', 'Aasith', 'nir-gal', 'vimalire', 'wjfhit', 'dlasalle', 'capri-xiyue', 'sf-huggingface-vtimofeenko', 'btsv', 'ICCV2023', 'jaeb', 'isakzhang', 'anishag', 'KieranSanderson', 'weiyucheng', 'draftbk', 'yanyiwei', 'lige2023', 'chewkokwah', 'fuxin2', 'odiagenmllm', 'fullofterror', 'jaronl', 'sanbo1200', 'favor123', 'yeandyg', 'NlpHUST', 'HaoGuo2024', 'tvolk', 'khannguyen', 'ptrung', 'ykilcher', 'RubaHaroun', 'hantq', 'ponomkyr', 'morphy76', 'AnkitaExp', 'er1cyan9', 'antonAMD', 'note823', 'yunzhang27', 'achandrasekar', 'bobao', 'Brian630', 'dylanzhou2', 'helix979', 'NejimakiTori', 'danlennyjb', 'ramiyengar', 'fpan', 'yangmu-google', 'mayram', 'esantus', 'caiyaxing', 'zebingl', 'swj0419', 'hzhwcmhf', 'ysun34', 'henrylhtsang', 'flt17', 'RomanAgeev', 'tsvm', 'sgurwinderr', 'StableITGuy', 'marioarz', 'helix-lab', 'Gofinge', 'elsanns', 'hipe', 'mdhowellmd', 'Haich', 'TajaKuzmanPungersek', 'cansudoganay', 'tsungyi', 'braarsic', 'singhanupam', 'ycyeh', 'dqnguyen', 'slayton58', 'nealusdb', 'luoliredli', 'hpcnp', 'sanketmarunv', 'shantanuacharya', 'mbendris', 'NbAiLabBeta', 'elisanchez-beep', 'ajmoreno', 'subinyu', 'jh404', 'wolfwjs', 'wadimiusz', 'shaunak-fireworks', 'EndlessSora', 'sophia-falk', 'seva100', 'kemuriririn', 'huggingpalm', 'Hansung-SSBG', 'rvjaladi', 'sswoo123', 'Joohee', 'sahuPrachi', 'jfischoff', 'ddevendran', 'akiFQCint', 'wendy1102', 'adityakanade', 'hx1997', 'akhilayerukola', 'jamesknighton', 'gv-hf', 'joelletiangcocorp', 'sitammeur', 'catkanoh', 'HamdanXI', 'fyremael', 'lorellanagt', 'LiquidAI', 'lawrenae', 'mmichel11', 'usio-MichaelMcCulloch', 'GuillemGSubies', 'ggccdd', 'jbowles', 'foongwei', 'zhangdalei', 'amanjini', 'Z-LIRA', 'chengjiyao', 'tsan1', 'giovanni-morrone', 'Mitsuki-Sakamoto', 'junda-zhang', 'shishirpatil', 'bdrye', 'menikhilaahe', 'GradientGuru', 'michaelelabd', 'Sleoruiz', 'Mariaceleste', 'fkei', 'nvidiapat', 'kiidli', 'ZiViLa', 'Marissa', 'kubarozek', 'gpiratla', 'vchiggl', 'taisazero', 'jscalia-dbx', 'jebikoh', 'kkurihara-cs', 'nv-kyamasaki', 'hiror', 'rnagargoje', 'Elvhage', 'rohansaswade', 'kylliang', 'xiaolinz', 'zuazo', 'timsemenov', 'JJFrancisco', 'smeyerravelli', 'liuyongq', 'marcelwag', 'npho', 'Steel77', 'litesaber', 'sungfengh', 'wilsonistyping', 'brdrjeuice', 'qinzzz', 'xuyangf', 'thngkaiyuan', 'JoyceNV', 'tpassios', 'YifengDing', 's99s', 'Justastyna', 'dondini', 'sathviknallamalli', 'oscarbreiner', 'qjin076', 'jthestness', 'Alex123456765432', 'text2tech', 'RaiBP', 'yanyangj', 'ytsuta', 'YusufGun', 'ziyuan916', 'lambdax', 'KatyTheCutie', 'titeup', 'yuxu42', 'Puffers', 'sysy', 'zhixianyan', 'yvvei', 'katierai2', 'mrafiuw', 'ohadeytan', 'Jahnavi3010', 'SuprithRamesh', 'amitsehgal', 'siruil', 'JMW13', 'ogaloglu', 'jamesatsnowflake', 'hao1306', 'chriswebb', 'bijaygurung', 'gkroiz', 'KaiserWhoLearns', 'dakshasharma09', 'Zaid', 'hbeitang', 'nasih', 'hansixian', 'yuntian-deng', 'aobo-y', 'vandan-p-dbx', 'cijimene', 'PancM', 'alexcheng2025', 'goelak', 'shreyasgite', 'woodsn', 'kuzma0910', 'ylshen', 'Mariam16548', 'ramonah', 'arielnlee', 'mrseeker87', 'Snowcona', 'reyanza', 'adamqin', 'annagu', 'olinguyen', 'tgoldsmith', 'parkr', 'huongn', 'Palindroome', '520jefferson', 'chenyujojoychen', 'takeruts', 'ljcornel', 'stepan-govorko', 'SeokhwanJo00', 'rgalarcia', 'kent-rasmussen', 'RUPhon', 'ytzi', 'abj-nady-nakajima', 'nhiremath', 'dapy4372', 'theoer', 'cyente', 'sbywqlq', 'djmoffitt', 'dalim7', 'iremuguz', 'vivianrwu', 'kranthigv', 'varunsh-xilinx', 'opentyphoon', 'Raghavchaari', 'Iriadf', 'manvinder', 'ralucasauciuc', 'shenke18', 'samadpls', 'alexisgallagher', 'alex-sarvam', 'Jaehun', 'kalpeshk2011', 'kalomaze', 'z20033002', 'joyhusky', 'duynguyensagi', 'leololeonardo', 'tanjjamie', 'pbellot', 'unigary', 'AdrianF669', 'niprasa', 'osmanliga', 'vlad-m-dev', 'mimr001', 'sagnak', 'bmwood', 'Aaron080108', 'Juunge', 'justn-hfnbtzr', 'felakkary', 'asrarfarooq', 'Warung', 'NikaKotliar', 'Gudmundson', 'merge-crew', 'QuasarResearch', 'michael-jy', 'Paulo', 'weierstrass-walker', 'Echo9Zulu', 'bzhao13', 'onkarsus13', 'ash56', 'billaa-cerebras', 'qingning2024', 'dgebert', 'bpage-salesforce', 'nv-spectralflight', 'optionvxg', 'westdirection3', 'clemhus', 'Facyla', 'hussain-alasmawi', 'nlsapp', 'mohammed-naseem', 'agarwaldipali', 'LohanCheung', 'm-efe', 'meta-bot', 'CLM001', 'flying-squirrel', 'DukeDu', 'BabuVGPS', 'ruskinmanku', 'yacht', 'Fitty288', 'devincaingoogle', 'ictchenbo', 'muussg', 'jussikarlgren', 'zhouf-Intel', 'ferjad', 'cbarone', 'mmaudet', 'peri044', 'jasonfang3900', 'RadiCat', 'EthanSF', 'arksap', 'parul-sahoo', 'callanwu', 'JYouthCultureQA', 'rajathbharadwaj', 'cahya', 'MXLouis', 'supermario0711', 'tomekkorbak', 'DanialMT', 'm102', 'guzhaosu', 'jhrmnn', 'elichienTW', 'LolaPeanut', 'mpirotta', 'Polygl0t', 'cc0708', 'fxiong', 'merlinND', 'williuy', 'wildowl123', 'ahmetustun', 'jjhenkel', 'kdu22', 'ehamid', 'YifanLuNVIDIA', 'albertobugarindiz', 'mgheini', 'rwainman', 'ai2otter', 'KaskaderMIke', 'aton2006', 'andrek', 'rradjabi', 'LaraHassan', 'amd-rocm', 'annakenn', 'FrancisZhou', 'CVL-LiU', 'HXBu', 'epfml', 'hyper1111', 'jonas-boecquaert', 'Mothilal-tii', 'imruhii', 'Yiming1127', 'Chan1214', 'fpellegriniNV', 'hmakgoogle', 'camilkty', 'kozawa24', 'finetune', 'antonkovdm', 'Bastilling', 'aarsanjani', 'zhz-fb', 'LokeshArora0911', 'kys159', 'ap-stargazer', 'jlawley', 'wenmengzhou', 'onnx-community', 'Gilles', 'maxmatical', 'jhu-clsp', 'cerisara', 'victor-v', 'Liana09', 'realolipop', 'tshenaa', 'Feelas', 'gossminn', 'sreetanneru', 'ShriyaRishab', 'Yamik', 'danielwilczak', 'mitchellw', 'saumyamalik', 'alexfg1', 'Jonhgoogle', 'tstampfler', 'chtanch', 'swatirama', 'nampdn-ai', 'atarashiinwu', 'AHelin', 'takdavid', 'sianglin', 'jbp94', 'devvalladares', 'davidgens', 'acorn3x3', 'snah', 'hoangnhatsuong', 'bkartal', 'shaikhitdin', 'akhilg-nv', 'LooperXX', 'LHYoung', 'jiaanlu', 'Rolando666', 'shreyanksnehal', 'drpontus', 'GeorgeX', 'psidharth567', 'PeterWJStaar', 'LuKreitor', 'corenet-community', 'shubhamagarwal92', 'raindrop97313', 'suneelsunkara-hg-db', 'deltalab-corp', 'rayon-labs', 'KazukiY', 'DanyMBZ', 'augustine-aisg', 'weiqisun', 'MikeLNV', 'X13579872', 'jjatnv', 'eduardosoares99', 'Zergylord', 'ibentleyPSO', 'ayajafarii', 'caitwallenai', 'woshiweidu', 'shruti8403', 'hellerf-company', 'jinjingforever', 'aettinger', 'shanearora', 'joaohaddad', 'XumengWen', 'bistromd', 'FaLin12', 'winwin2024', 'ajijohn', 'myownskyW7', 'favian888', 'pranavwagh', 'nwilliams', 'shiotas', 'jiang-cc', 'afcooper', 'yz23', 'result-kand2-sdxl-wuerst-karlo', 'shawnYaga', 'xichuan', 'AhmedAshrafMarzouk', 'vaibhavagasti', 'aross-amd', 'aniketGoogle', 'SaiEnduri', 'cyyang822', 'thomaskvist', 'litert-community', 'jinjim', 'passsalt', 'Tigerph', 'roeeaharoni', 'Hahdkhan', 'hectoryee', 'yogeshbalaji', 'k-uehara-sb', 'demajix', 'fazadi', 'VKudlay', 'jpenningNVIDIA', 'joliefish', 'shoegazerstella', 'tixiong', 'gorker-alp-combine', 'milesmacklin', 'Shaims', 'mskmd', 'mgrossman-nvidia', 'tengomucho', 'prewaskar', 'mghanimi-amd', 'lodrick-junk', 'm-valente', 'upatel', 'Sinlah', 'kszucs', 'vrmpx', 'lpt', 'navneet-potti', 'aiden1393', 'tennant', 'gokulkarthik', 'tousif111', 'brhode', 'AgaMiko', 'ghoshsubrata02', 'sonya-ai1', 'model-garden', 'timpearce', 'ryanmiao', 'nimoelocz', 'jatinrawat', 'VietAI', 'zainmujahid', 'danielrcardenas', 'rafapi', 'mwysokinski', 'nltpt', 'charlieg1234', 'gxy', 'smaslic', 'Itok', 'Baoli-Zhang', 'rakiiib', 'itsbesttt', 'xiaowuzi', 'instructkr', 'fbnv', 'Maritenant', 'yuhanz', 'vashistht', 'anubrata', 'Benika', 'mayanktahil-NVDA', 'krecceg', 'ShinNakane', 'Ruixuez', 'Annadrag', 'samchung-AMD', 'fathimahan', 'mrizhik', 'bvrockwell', 'afzalsdq', 'Fluffet', 'Duyi-Wang', 'Vanos007', 'BlisEngineering', 'mvhrx', 'wei', 'VerboVision', 'metehany', 'kienlt', 'meenakshi-sarvam', 'PeterKocsis', 'Team8', 'abhisawa', 'cuiyu0627', 'jojomondag', 'xinyulab', 'Wennyl', 'Akbartus', 'kijofa', 'betsyjoholmes', 'bitslim', 'JingWangSG', 'glegendre', 'Wald3n', 'gals', 'gkuwanto', 'liudongqiang', 'Almarzooqi123', 'chenwuml', 'jf202407', 'tthelin', 'rachelhan', 'mphuong26', 'hjlee', 'chunf', 'mlinder-nv', 'louisper', 'xksteven', 'chengfy', 'salavat', 'LeoGitGuy', 'tim-shea', 'voidful', 'scholl', 'raaghavv', 'smassey-sf', 'Jinhanw', 'eduagarcia', 'SSIS', 'stefanritterhoff', 'rafbass', 'Oppensteinn', 'vonodiripsa', 'LEL-A', 'smichniak', 'elvisnv', 'nreimers', 'petermcaughan', 'Jiani', 'deokfilho', 'yanring', 'Ric418', 'eshenayo', 'blvns', 'zekany', 'mramorem', 'yuezhengrong', 'brucebian', 'galv', 'sysonsoarbyte', 'sfc-eluo', 'ankitm42', 'xinhe', 'hlarcher', 'alozowski', 'rpoornac1', 'concedo', 'diegofarinha', 'aarticerebras', 'arthrod', 'surgegblue', 'pablo-rf', 'ItzzVaas', 'HailongZhangNV', 'taoyds', 'Felladrin', 'jbl2024', 'elflorio', 'beveal', 'azadef', 'JZ0000', 'aishwaryac11', 'mvrdock', 'wgzintel', 'geekdom', 'ZhiweiChen', 'koushuicao', 'HowardLMH', 'lauralorenz', 'ToxicX', 'caroutiounian', 'wqfang', 'Gradio-Themes', 'MoSuhail', 'marc97head', 'shwice', 'hellock', 'Tialo', 'dawntreader2', 'denis-domanskii-jb', 'lammic', 'zigsawpuzzle', 'impact-labs', 'juliaferraioli', 'Al-Alcoba-Inciarte', 'masaya-ohagi', 'alandao', 'quyet7779', 'chris113113', 'Jitenders', 'pefimov', 'Rateddany', 'teetone', 'liorc100-work', 'Genninnchi', 'yunmengxie', 'suleisl2000', 'RandHood', 'BCenti', 'MarcoCh7', 'jsandomierz-unstructured-io', 'nikita-malininn', 'floating-points', 'Kristel999', 'azharsha', 'LouisCastricato', 'SwapnaKasula', 'flux-lora', 'pranaysreeram', 'clz55', 'MikeTay', 'brodyhuval', 'ruilinli', 'MrRobotttttt', 'sutherlandt', 'mpag', 'xiaopei2025', 'Ziyi-Yang', 'suhas-somashekar-intel', 'schneiderai', 'rcervellione', 'OscarracsO', 'aoudiamoncef', 'SaraAlthubaiti', 'yaoliucs', 'shchuro', 'AlppAI', 'ryo0634', 'kriti1404', 'bestguest', 'aseiken', 'brandenh2oai', 'mattstan', 'feifeiwang', 'cwah', 'hf241221', 'dheerajmn', 'Yif29', 'songdj', 'alejakse', 'LawrenceLaw', 'sehwipark', 'lay-patel', 'songlinli', 'HoperTom', 'jasxu', 'nwertheizer', 'team-sanai', 'vipannalla', 'hamburker', 'Dingrong', 'angoyal', 'rentezari', 'adarshtiwari', 'Yi72', 'cmnit', 'pritamdey1205', 'Panuthep', 'fedebologna', 'yuhblusky', 'hydra-project', 'zz3n', 'yengliong', 'API-Users', 'daqc', 'benjaminholzschuh', 'corveen', 'mmaherwelsh', 'thewise', 'lxr048', 'dhigurashi', 'MichaelLampe', 'Kaixuanliu', 'BonnieMars001', 'apdsnowflake', 'johndang-cohere', 'watt', 'lmzheng', 'Thaweewat', 'sasud', 'hhzhang', 'ornsmith', 'eproehl', 'nishant-deshpande-db', 'glyang', 'ysngshn', 'jiehangw', 'tngrbz', 'JuanYu', 'linehill', 'T6Sahur', 'sf-mchilinski', 'Abhinav-kr', 'davidapaul', 'nuage44', 'indonesian-translation', 'yiqianxu', 'justinmacnair', 'danielsaaf', 'AaronHuangWei', 'Prompt-Pool-Agent', 'eicher', 'GJX09', 'vigorcao', 'yiboyibo', 'pemazare', 'deepkawamura', 'mrp', 'mbelgiovine', 'jeanma', 'SethCharness', 'idsedykh', 'aovalle', 'ananthsankar', 'sadfhjksfdasd', 'doctorartin', 'jhudlow', 'bwelcker', 'facedawn', 'model-trial', 'sergioarnaud1', 'caitidunn', 'ki11b451c', 'zsc89', 'francescar', 'KarolinskaInstitutet', 'yingzuo', 'maihered', 'ichi234', 'yoonniverse', 'shanya', 'linyonghui', 'jsemer-google', 'sungwonk', 'AlexRa27', 'huberyHF', 'cekowalski', 'AlexKoff88', 'xtr123', 'ycarmon', 'akbulutc', 'nm-research', 'zcczhang', 'mfrancepillois', 'shreenidoni', 'kseverson', 'Moehamster', 'csavcak', 'michael-go', 'Anchor-ZhuoHu', 'rajrao', 'aliyebenna', 'xnzf', 'kasadin', 'rdicosmo', 'davenbacker', 'edo-pachera-mxm', 'joanna123', 'ykittenplon', 'puhuim', 'dawilliams-nvidia', 'rongaoli', 'lmontigny', 'Shamvbs', 'HasseKongo', 'nmenon717', 'andrewsgdb', 'turbo-ljy', '10show', 'vishalmehta1991', 'lsarti', 'MLMvsCLM', 'minimario', 'devpramod-intel', 'biyun-hf', 'anilarya2999', 'edem-ibraimov', 'lmxue', 'akshayja', 'jazzTheJackRabbit', 'Zacharias030', 'antrikshjain30', 'kmani2', 'haebo1', 'amr-lopezjos', 'martinzlocha-google', 'alpha66', 'DrBrax', 'mmartin9684-sil', 'akgoogle', 'kailash-b-khamoriya', 'sylarhl', 'RZL73', 'chongzhou', 'noufm', 'ikarmanov', 'aymm', 'zixianma', 'tkubota', 'batshevablack', 'swapnilai', 'lukewys', 'fergusq', 'strang123', 'evelynsaltt', 'jdposa', 'emmabacarra', 'mrnt0810', 'shieldedshe', 'ramber1836', 'widged', 'liminghui135', 'vthorsteinsson', 'Maxylee9797', 'leksious', 'filipegracio', 'Kanhf', 'jing1228', 'stooloveu', 'kmontgom2400', 'eschmerling', 'kuanc', 'JoohoSong', 'dcepedag', 'Swyhn', 'cye-nv', 'ryosuke-ueda', 'CyanChou', 'paulata', 'RealAndre', 'aviralASR', 'cosmopedia-stories-collab', 'tog', 'zbxl', 'hongluo-lm', 'wuxiaojun', 'imcomking', 'mmanos', 'huggingface-course', 'PookaYogaMaster', 'ziadb', 'jonasohrnell', 'adejesus1', 'erikve', 'singleheart', 'TornadoAI', 'drtaboggan', 'yuxiawang', 'nv-simonec', 'kanaukou', 'amy17519', 'zulkifliavie', 'sidezrw', 'agent404', 'gutha', 'zxz267', 'YA-HSH', 'Yugar', 'kir464439685', 'nikhil-singh', 'mingxiZhangTUM', 'ARTeLab', 'hk311', 'tdigangi', 'vizhao', 'l21871035', 'kyip', 'pakyderml', 'YmLee99', 'ikayathi', 'gilgameshd', 'DeepSeekDDM', 'alexgcp', 'xiaodong-yang', 'ZwwWayne', 'bernyN149', 'Paulmzr', 'nogna', 'kelechi', 'hxr', 'sens3', 'illuin-conteb', 'jnayar', 'rrpatlol', 'MLP-KTLim', 'jamesxyye-pico', 'MarikoKato', 'aditya218', 'aiawill', 'jingt10', 'sleeping4cat', 'jingxu10', 'LucaXYB', 't-bank-ai', 'Lptl', 'melisa', 'rrbale-nvidia', 'Artan', 'leonlianglu', 'jplorre', 'andresperezm', 'danielreardon', 'uoe-nlp', 'Ksreed', 'mariafji', 'Jaelin', 'vntc2', 'openmedlab4admin', 'shyaml', 'TravelLeraLone', 'mmmoussa', 'amalina-k', 'maggiewang', 'Chaoyi-Lin', 'hockktan', 'minsik-oh', 'amitkushwaha-sambanova', 'slice4e', 'sadasan-cloud', 'liang1225', 'francares', 'kjhcbytedance', 'kumarabhijit', 'nv-rliu', 'taylorb', 'mkrainin', 'lspindler', 'iwontbecreative', 'taeho-kil', 'LyricZ', 'oaistathas', 'shashwatrawat', 'alexspiridonov', 'umbrandon', 'opherlieber', 'gemstrom', 'traceykay', 'noforit', 'jainishita', 'maxinhanoi', 'ssitaru', 'majing0101', 'DigitalByte', 'pinzhenchen', 'autoregister', 'jjf233', 'guddativ', 'xiaohui2022', 'congqi', 'djuang1', 'jcherron', 'brochz', 'ritubhow', 'harsha-salesforce', 'MengShenTT', 'PaulVance', 'pragunananda', 'context-mt', 'guanjiahui', 'srsawant34', 'mkrzyzinski', 'harsharma', 'zhengchy', 'lkavan', 'yanghansyuan', 'chandler-ma', 'YongganFu', 'amirbe', 'nkarkra', 'QPHutu', 'Arada', 'DaveInSanFran', 'abheesht', 'lewismen95', 'mebluemouse', 'kofmanr', 'ashbhandare', 'Adapting', 'yadisnel', 'MattIanGroup', 'xww033', 'ibrahim-601', 'yyyou', 'dccastro', 'drbh', 'Jathavan', 'GritLM', 'ntnq', 'aparna-s', 'OpenVINO', 'ekamyszek', 'kavigoel', 'pahire', 'velvin', 'subho', 'Yue0926', 'Orlin', 'harshitas12', 'imadrigal', 'MaximilianBoehmichen', 'jamesliounis', 'pintkavumba', 'kusumakar99', 'trias702', 'SDSB', 'mgalvaosf', 'nohone3413', 'yingzhen2023', 'Mrojek', 'lang-uk', 'model-garden-lms', 'lidanhgoogle', 'dkolawole-google', 'Heyuan9', 'iurimatias', 'sfc-gh-goliaro', 'artyomko', 'Collonville', 'fatmasafak', 'fnupramono', 'clehofer', 'Wanmeng', 'ceeflyer', 'fuyupersimmon', 'yys1234', 'k3ntar0', 'krirk-n', 'whisper-fine-tuning-sprint', 'xiguiwang75', 'xuelun-shen', 'Tristan', 'tradicio', 'sids0101', 'antle1', 'nishantmd', 'jmnybl', 'efeng2', 'HuggingPartyParis', 'scnvidia', 'idillunlu', 'kevingeo', 'WomenonHuggingFace', 'googdmy', 'chenjywz', 'hugohadfieldnvidia', 'team-suzuki', 'Tsunehisa', 'glebleonov', 'dcc-cn', 'bk4332', 'tonyfwu', 'tjgalda', 'Yutian010313', 'KumoLiu', 'hap2808', 'SDrake', 'michellef', 'ccross', 'ratsgo', 'jasonlee-sf', 'daisyden', 'mdavila', 'mange', 'jzhou-huggingface-2718', 'rejo1149', 'barakl', 'neumannrf', 'verenablaschke', 'yaoyuan', 'zack4ai', 'atmallen', 'reign12', 'ronniey', 'nickgeorge', 'haocwang-nv', 'JianZh', 'marek-mihok', 'Nishi0923', 'rnyai', 'yizhilll', 'choukrani', 'Heinrike', 'kkhanna', 'pabloheiber', 'gililior-google', 'Cedeia', 'sensation96', 'deqiangc', 'sandromaggi', 'nielsr', 'vfugro-nvidia', 'Frankiewoo', 'slaine2', 'siirene', 'qiuchris001', 'h-sawada', 'nhanv', 'akshat-krutrim', 'yifeis02', 'xianbao', 'lupollma', 'ivan-bondyrev', 'IgorNikitin', 'kshih', 'DanaJ44', 'Shivamkbs', 'oooranz', 'AlexHung29629', 'ssw5075839', 'zhaijian', 'persian', 'kitturghf', 'yetshuan', 'ianma2024', 'bgamazay', 'mattdevine', 'Aozmorf', 'wq2012', 'minosfuture', 'akkefa', 'jstraub', 'Ben040', 'zft', 'Hakimzenata', 'haibinhuang', 'pradz-google', 'bchenfireworks', 'ahuber', 'b-riva', 'tomsherborne', 'gamallo', 'Henry0718', 'waldemarkot', 'hacordou', 'sewilliams', 'ajinauser', 'FriendliAI', 'DeepDarkFan', 'apeters', 'wtb-mlp', 'plischwe', 'maga12', 'kimoonkim', 'tbper', 'RLakshmi24', 'AreebAlowisheq', 'jasonleeee', 'mohaibra', 'TimeChloe', 'not-lain', 'sungjoonbaek-google', 'peter-jin-nexusflow', 'menbom', 'mins0303', 'atragler', 'JamesIwan', 'John-Gillooly', 'pubudu-silva', 'Danlitf', 'yunhe2019', 'xiayux', 'XapaJIaMnu', 'MarcMcIntosh', 'stefmal', 'jcblaise', 'yaoxuwan', 'zoeyiii', 'lunde', 'cmellazchy', 'rktbb', 'lixiang20703', 'aollerenshaw', 'rosique', 'yangatg', 'Navid-AI', 'sdarbha', 'zhangang', 'evaxu', 'keerthanpg', 'jnorton1', 'yangwenz', 'mayihehou', 'vb30', 'tt40kiwi', 'shoko11111', 'alpayariyak', 'siddaarthp', 'xiaoxiaoboo', 'dsweld13', 'apilzer', 'HydraLM', 'Hansung-IoT-Capstone', 'Jonas-Prorius', 'ZXCroon', 'edbernier', 'acwrenn', 'mohit96', 'julian-parker', 'graw', 'sh8a', 't4s', 'RickStark', 'lzhforg', 'sskela', 'shungyan2', 'diffindiff', 'HiddenDragon', 'jjaeschke', 'g-h-chen', 'azjv11', 'Ada1212', 'himadri-sarvam', 'mbanon', 'JRQi', 'Romanna', 'zelinluo', 'ray11111', 'panayappan123', 'priyanka87', 'kingsleyl', 'memadi', 'Estherrrisnothere', 'lmmy', 'Jmorizono', 'vikrant066', 'roneneldan', 'tyty3000', 'huilit', 'jakep-allenai', 'prasoonv', 'joyyce', 'Waagstein', 'ShengdingHu', 'jjyang7', 'coreyharrisgoog', 'rahulnimapple', 'CalebX', 'mmikolajcz', 'MakotoOno', 'soloughl', 'seungduk', 'jkarani', 'marko-k', 'jpcorb20', 'said-rakuten', 'oltsy', 'abhisri003', 'atmragib', 'jeffreycanisius04', 'EdinburghNLP', 'JQ86', 'biggress', 'nikita-savelyev-intel', 'santhoshi00', 'dwjsong', 'pgierasi', 'RamGanDi', 'alice-tii', 'horheynm', 'azmcnamara', 'dkiran', 'baekeley', 'vmendv', 'yaronklein', 'Haihao', 'btoomey-mayo', 'yatindatabricks', 'eugliu', 'ntu-spml', 'danistrebel-g', 'EZhao94', 'oai-edwin', 'aayush9', 'scottmbaker', 'wls0111', 'rupei', 'runedgewood', 'HugeFish', 'proteinea-ea', 'z1y', 'cate701', 'priyank', 'chenlevkovich', 'ArtemYevtushenko', 'neilatmsft', 'juliatessler', 'sungwookson', 'eva98', 'vk-oai', 'claudiofahey', 'HFLL', 'avij33t', 'alexcg2', 'haoranw', 'mehdidc', 'akolobov', 'MahendranR', 'SeunghyunUP', 'infineon476', 'abdulrashids', 'shardarao', 'stzpz', 'joergk', 'pdeng6', 'NeverlandX', 'rohitarora', 'TearGosling', 'braadbaart', 'yzheng124', 'itsmekareem', 'armanc', 'sfc-mwydmuch', 'haerski', 'wei1xu', 'lucabolognesi', 'SalmaHassan', 'BenjaminAzoulay', 'ApiInferenceTest', 'zhuoyaog', 'ianyu1', 'NewT5', 'Topshare', 'yo-speech', 'timsent', 'CarlAke', 'GDLDiana', 'pbt1657-Ptb', 'suranah', 'lydianish', 'avayukta', 'jkyi-nvidia', 'ilyasher', 'cArlIcon', 'danielkorat', 'zhengliu', 'rvk1190', 'jzwu77', 'vickramku', 'alanhhwong', 'weikaih', 'dillonroach', 'Molbap', 'chen70335', 'zhaocheng', 'yushiangw', 'vitorcalvi', 'AswathyUdhay', 'shuagrawal-nv', 'suehyunpark', 'ENZOERO', 'GWEfsdf', 'SeekerofKnowledge', 'hofitB', 'nklievtsova93', 'hohinlee', 'subramen2', 'jeanlancel', 'hugob92', 'johanneshall', 'little1d', 'skylord', 'UNES97', 'lukfre', 'tanmaylaud', 'jakubjaw', 'jialingt', 'DROWNdd', 'beabustor', 'julia-tto', 'aykutkardas', 'eggqq007', 'isergei', 'ahraiz78', 'bemnv', 'NAINAKM', 'vimednlift', 'abchauhan', 'sonukedia', 'nv-biswa', 'kyuyeunk', 'JC2024', 'deternan', 'pratyushmaini', 'thapabhanu', 'jagritisahoo', 'SaucyMink', 'MaryamMeta', 'arcee-intel', 'mofirahman', 'issam-doumi', 'douwekiela', 'batallin', 'levimadmanI', 'AdrianLepers', 'insanramadhan', 'atsiami', 'DanLyth', 'cragwolfe', 'rezafazeli', 'ruiyan', 'prsull', 'jehnroth', 'hanlintang', 'ozzaman', 'alisonpchase', 'kelchoo', 'yimeisun123', 'jingjing888', 'beiqiangzhu', 'mattcary', 'zeliu98', '9meo', 'Shpetimujkani', 'dariacappey', 'nvlm', 'Open-Reasoning-Tasks', 'starboy1985', 'yuanhuaiw', 'alexzhangnv', 'cho25', 'jackieluo', 'omkarahane', 'wangkl', 'philokey', 'akash-sarvam', 'alecgao', 'it-groot-ssa-test', 'haoRT1', 'aswearngin', 'sicongc', 'djmoss', 'rfsaliev', 'hamidpalangi', 'StephenDHYang', 'panosl1', 'qwedsacf', 'VarunGuptaPy', 'serjtroshin', 'ssylvain-nvidia', 'kaykurt', 'kaiyuy', 'Nureongi', 'chriszeng106', 'cmhungsteve', 'ikegayaCA', 'yunusand', 'KnutJaegersberg', 'miteshk', 'weipe', 'shemn', 'poojajain17', 'local-code-llms', 'juliafalcao', 'jameslinnvwork', 'bhsn', 'zhengyixiao', 'jwkirchenbauer', 'abhishekbhagwat', 'jonrecker', 'Aquila0147', 'zborbely', 'kashyap-ibm', 'RaymondAnneborg', 'wmarshall', 'kwu59', 'prithamajumdar', 'ziangl', 'nluehr', 'Shashata', 'yanwang88', 'eevss321', 'raymond513', 'science', 'shane3902', 'spartan973', 'MouradO', 'jieyuzhang', 'mwessman', 'Guokun', 'hmbert-tiny', 'kingdom1028', 'enkufeleke', 'xuehui1991', 'adindap-google', 'tanhuajie2001', 'rooterbuster', 'unzueta', 'bkrishnansf', 'vishalh2o', 'NousDunamis', 'TheBloke', 'lukecarter', 'rajpattabi', 'TatonkaHF', 'Willgnner-Santos', 'remorax98', 'vtammana', 'intints', 'zwgao', 'denis-pplx', 'docNord', 'memray', 'hekai-nvidia', 'ebdaniel', 'Turkish-NLP', 'cuierfei', 'mgawarkiewicz-intel', 'aerdem4', 'e9t', 'xuanqilin', 'ucaslcl', 'qjiang-gg', 'namiuchi', 'xinranz3', 'Richard1999', 'sauravsahay', 'flammenai', 'cpelky', 'saintn1', 'jblaunv', 'Nuoyu', 'Hannnnnxd', 'letsmakeitwork', 'morik-sb13', 'Awiny', 'sparse-encoder-testing', 'emilyngo', 'minhkhoi1026', 'lpetrov1', 'tdinkar', 'YikangS', 'yijuilee', 'dalgarak', 'sangheeeee', 'qazimbhat1', 'macielp', 'SvenTUM', 'kinvshah', 'bung2', 'KebinWu', 'sanketsawant11', 'dipdas-2', 'lm-dufour', 'peraj', 'rejupillai01', 'steveries', 'ThomasThebaud', 'Lovik', 'JackyYTSafety', 'doanhieung', 'kartikmosaicml', 'tiazhang', 'marcorovinelli', 'farajian', 'Pedrada', 'ivan-calvo-dbxs', 'rblk112', 'Viekash', 'Pedro-UN', 'naodell', 'whitebaidu', 'Sakits', 'JMDB4', 'chienhsunl', 'Candeger', 'davon-wind', 'agentic-systems', 'MaheshPa', 'Johhny1201', 'shaunakg-nv', 'sai-karyekar', 'monil-jethva-05', 'spencerwmeta', 'zehranaz-canfes', 'kwhinnery-openai', 'Sheng13140', 'hgunt19', 'purepisces', 'jbloxham', 'db-mtk', 'mlx-community', 'Ma85', 'Ups-won', 'kaelikl', 'abautis', 'kyang-06', 'anush-dsouza', 'KaustavP', 'XinglinZhao', 'florian-hoenicke', 'VegQi', 'adauvin', 'gussol', 'matanatad', 'm8113', 'ivarusic-amd', 'bestywang', 'itayariel1', 'roshansh', 'shivalikasingh', 'SergeyZh1', 'smanzinger', 'jpienaar', 'minnie2', 'jimjag-sf', 'jiagaoxiang', 'r-takahashi', 'Biomedical-TeMU', 'ubowang', 'Kaktus500', 'thepurpleowl', 'adinin', 'msieniawski', 'preettshah', 'Salesforce', 'bmazoure', 'Narcisss', 'pawellis', 'daccache', 'wenjingk-amd', 'snabriel', 'ccpoole23', 'andymiller', 'XiaoAnna', 'Natsuka-T', 'DipanAI', 'henrykmichalewski', 'cankruscan', 'salexashenko', 'kushagrasrivastava', 'kasimat', 'robbygoogle', 'jryles', 'keabob', 'komsin', 'Jaimie', 'shravyashetty', 'Andayy', 'maxhorlebein', 'r1emann', 'ShanshanShen', 'dnozza', 'TechnologicalDuck', 'spaceengineerhenrik', 'NimishaGupta06', 'SummerXiao', 'CarolinaParada', 'arryy', 'Amitabhab', 'goelmg1', 'MaxNomic', 'theDebbister', 'nv-dn', 'phuchocML73', 'shupingyeh', 'tklassen', 'qianh-nv', 'Julianna22', 'zhenggq', 'gan112357', 'oriuta', 'mca-dnb', 'sergiorivasapple', 'espnet', 'ssenn', 'smangrul', 'StabThu', 'tito-kun', 'juliozhao', 'byungilmin', 'adityarjn', 'andreahu', 'tsanates', 'xinlongwang', 'jaked97', 'BiIiBiIi', 'Hamid-Nazeri', 'sangdv', 'Tao1-Yu', 'joshuacorrea', 'adilevin-meta', 'jdev8', 'shayneobrien', 'rachelxw', 'atlasia', 'sandrarrey', 'svra872', 'vhbennetts', 'daniel-v', 'sjb326', 'Jasper-786', 'burtenshaw', 'colinrein', 'Pclanglais', 'shailens', 'nkaniyeri', 'serinachang', 'mlx-gg-hf', 'Tadeusz', 'pmolchanov', 'kazukifujii', 'jacklin', 'moca-users', 'henrikhammer', 'njnguyen', 'Sujkuma', 'zofinka', 'Kanika31', 'ssambat', 'Roeya', 'mariaantoniak', 'Remonatef', 'ThokalPrafull', 'rodrigob', 'metrizable', 'Deema', 'lanceche1', 'Don7Panic', 'hbahnassi-nv', 'fixforce', 'nkim97', 'M0k2', 'mingcore', 'rqadri', 'MagnusKjellberg', 'vkliu', 'shri12373', 'rafonsorodri', 'ktonthat', 'KundaX', 'xingchen-db', 'ksych', 'ThomasNLG', 'forrestmurray', 'aliabid94', 'baileyk', 'MadhuramJ', 'gonygony', 'ykagal', 'SNHE', 'muthu-DB', 'EricZHangZHeng', 'dfarris24', 'omthakkar', 'couragej', 'bigning', 'hccdr', 'ngwarrencinyen', 'fewshot-goes-multilingual', 'rvem', 'seslami', 'Rookielion', 'PeterYin', 'cuongnl', 'bowang007', 'h2o-ops', 'Dpokuri', 'zhaomuzhi', 'morsmordre', 'dqymaggie', 'openlanguagedata', 'rbadlani', 'stamilse', 'BreakLee', 'Harryxg', 'Cleverpath', 'xzsaw', 'g4brielvs', 'leoschet', 'Amr-khaled', 'weitheng', 'benbogin', 'brian-yu-nexusflow', 'ZeqiangLai', 'rpartsey', 'jmercat', 'learn2phoenix', 'nbroad', 'aigcode', 'saikirangorthi', 'tnixon-databricks', 'lucas-morin', 'marcusragnarsson', 'cer-google', 'HydraIndicLM', 'xiequn', 'cloinm', 'eliasyacoub', 'kspokoiny', 'shhshn', 'invocation02', 'lakrstic', 'payall', 'Jianyu', 'RaulGuo', 'hyey-g', 'chanwoo-c', 'kristo509', 'mistralai', 'kzmyslona', 'johnchansen', 'rootacess', 'kpzhang996', 'chandler-brooks', 'lorr', 'wangqixun', 'knilakshan20', 'totalforsvar', 'wangyang19', 'regicid', 'ping-hf', 'kota8656743', 'Roynadler', 'xiyang99', 'raminnakhli-google', 'cellks', 'phstratmann', 'everything-ai', 'janickm', 'Crj0222', 'lsadmin', 'alfredeng', 'wondermicky', 'derek-fw', 'jiries', 'clx089', 'kaisugi', 'yigitbey', 'skyewm', 'wangrongsheng', 'boyuanfeng', 'amsimplicio', 'dmitry-mli', 'gchhablani', 'malharjere', 'takerun', 'ProgressBar99', 'ikurtchen', 'katia', 'SwarnaG', 'Newfieexpat', 'mikeyrcamp', 'notebooks-explorers', 'Linsheng312', 'bjornleffler', 'YangShuotong', 'tingchunw', 'waple', 'weioai', 'GuidoOswald', 'suga93', 'cprakas2', 'CohereLabsCommunity', 'prakruthigowda', 'cpareja', 'ceia-nlp', 'kernelmachine', 'nicolasl76', 'PatrickSchmitt', 'vahldiek', 'whr94621', 'bibrani', 'remiaudfray', 'mdodya123', 'dooskin', 'chulcher', 'srushti-ai', 'brendanfolie', 'S24788', 'kewang2', 'shawnmittal', 'AlienFaceHuggerNSM', 'zhendongnvidia', 'kluna', 'sessid-nv', '22h', 'hussainv10-db', 'lokeshmulpuru', 'premrama', 'kzv09', 'aledesat', 'alex-witt-db', 'altakrorim', 'satishcn', 'yongzx', 'dongshuzhao', 'kjmichel', 'vroussellet', 'ghl', 'lucmos', 'CYQ22', 'notadarsh', 'daeyoungk', 'adanino', 'malialun', 'pknvidia', 'vadim-salavatov', 'daltbaum', 'JoshuaLee93', 'rcmartin', 'aschwarz-nv', 'vandanapadala27', 'mheckman', 'AIbased', 'kelvin-so-snowflake', 'stamatisl', 'jtcasablanca', 'CarmenMS', 'therealmobamba', 'adamoc', 'avem', 'Rumi', 'ttseval', 'Am0078', 'j2pi', 'benbatesdb', 'haoliu', 'carrie97', 'FalconLLM', 'Sherry07', 'abires', 'pcy-og', 'arnaudstiegler', 'yenyuc', 'fangli24', 'Remorax', 'liorbenhorin-nv', 'adityanandakishore', '117kyjin', 'fayexfhe', 'GrZFW3xdPVpG', 'tnurbek', 'jonasy', 'ariG23498', 'MichaelKogan', 'axra', 'pangpang666', 'tuhinnlp', 'apple', 'akohlhoff', 'vinhvo1988', 'dangtv', 'xhaihao', 'YYYCCC-2025', 'benamorbe', 'viraat57', 'rajatsen91', 'tsbpp', 'Agents-MCP-Hackathon', 'mederka', 'SnakeFyE63', 'liuguilin', 'emnvidia', 'ccielo', 'majsan', 'zhong-zhang', 'manuel-tran', 'steve-y', 'marat-openai', 'tumay22', 'AlexZhang', 'xmfan', 'ukyh', 'TimSchopf', 'zhushenhao', 'ek-id', 'sjames6', 'ankityadav09', 'zhouzaida', 'Dango233', 'JacksonWang001', 'sea-snell', 'SLMLAH', 'rylempka', 'aiosym', 'fabigr', 'yuraymond', 'ellaxm', 'KEVORM1', 'vijaye12', 'zhouliang', 'Martrix', 'RohitSinha', 'aboozle', 'afoss925', 'fban', 'knachiketa', 'srour', 'Arwenin', 'fklaus', 'jungwhank', 'pattyd0319', 'mori33', 'youngkent', 'ifogph', 'chaojiemao', 'williamabernathy', 'TimberGu', 'dunniie', 'Nirmalya', 'Tayo', 'yky-h', 'vyao0', 'SIMPANN', 'timyim0502', 'duanyuchen', 'madiator', 'NakulBhardwaj', 'mbrahman', 'an-yan', 'rbisecke', 'richardzou5', 'findhao', 'lucasrosvall', 'hdidwania', 'Lordmike', 'FayWang0314', 'lordchtsai', 'folkert3', 'ryanloney', 'fjsalas', 'vananh0905', 'dcorneil', 'SirDeeHF', 'hassiahk', 'vnoroozi', 'nguyenbhuw', 'LituRout', 'twairesh', 'MorpheusPH', 'fkokkinos', 'yangyu90', 'kkr5155', 'xixianliao', 'akp1105', 'JingkunAn', 'shanky769', 'SagiPolaczek', 'kochan13', 'jcudit', 'wesley84', 'Ahalharthi', 'doubleyyh', 'gabrielguralnick', 'kazshinohara', 'espejelomar', 'hanfeis', 'EgoCogito', 'alexluedtke', 'yjin25', 'schmuell', 'Akrund', 'pradeepabk', 'yuriachermann', 'aryan-sharma-sarvam', 'Anagha15', 'joshivm', 'huangjun', 'pinkyRakuten', 'mingxiliu', 'sharifkzm', 'penguin-x', 'lakshman-chari', 'ericadams', 'liuhuadai', 'BruceCheng', 'Abhigyanr', 'nikobra', 'jpcampu', 'miguelrojo', 'mbavarian', 'sugimoto6654', 'dtadepalli', 'Eve111', 't5555', 'alicezzzz', 'yangulei', 'sundar008', 'karimlasri', 'godtn0', 's0409', 'kchetla', 'btharwat', 'NemiP', 'xenoncurium', 'danielph', 'mariosasko', 'tscholak', 'eeegnu0', 'RCL', 'nityan', 'SKNahin', 'VincentLimbach', 'prathak07', 'ferrazzipietro', 'yifeiz29', 'JahidHishab', 'ksaket', 'ttrabun-sf', 'yueli2035', 'prajvanshi', 'vcgcp', 'mshannon', 'mittwochastronaut', 'lilianlliu', 'flopsy1', 'kelseye', 'srimohans19', 'migtissera', 'go-inoue', 'DeL-TaiseiOzaki', 'FlorentJ22', 'ruisun-s', 'dsshiu', 'ZachNagengast', 'ericlekodak', 'abhi2910', 'seankski', 'juliahof', 'daalft', 'kvilella-nv', 'Advaith28', 'hueofnature', 'hugghuh', 'coyotehill', 'rbiswasfc', 'roibel', 'sanketna', 'duncanhoskinson', 'hallerp', 'zyfan25', 'abdullahkoc-trendyol', 'coyoteridge', 'mkiku2896', 'stevemays', 'christiankerl', 'thunder-007', 'writecoffee', 'ryanb3', 'Reuben-Sun', 'saurabh-sarvam', 'darjusul', 'Suganiya', 'hodonglee', 'Reneezhu', 'mounirbdl', 'subhanjali', 'mbrette', 'BigDong', 'ccclyt', 'zjngjng', 'yinggeh', 'kopimanis404', 'Whobbes', 'coltonpeltier', 'eva-py', 'Severino', 'omarabedelkader', 'anthracite-forge', 'wboyd', 'JunliangHe', 'deepseek-admin', 'darrinka', 'zz2cxb', 'maverickrzw', 'Nawrin', 'youliangt', 'NB', 'roTripathi', 'ogowaikar', 'yihanx', 'arcee-share', 'patrickkhlin', 'cyou-google', 'd4l3k', 'promise1996', 'simaw', 'tyou1', 'lwlwlw', 'pablo-felipe-iic', 'rsomou', 'hysts', 'vdejong', 'Sanjid488', 'Dragonworld', 'jibinv', 'DynamicSuperb', 'catalyzt', 'zhoudada123', 'cchambers-nvidia', 'Yuki131', 'Ailaysa-MTPE', 'camusdv7481', 'MukhammedTogmanov', 'sfc-hf-raravena', 'spark-nlp', 'mattding-dbx', 'liujch1998', 'jferdi', 'ShinojiResearch', 'Jerryxgill', 'klmk0', 'kleinergeist', 'zhangsh1416', 'tanyokwok', 'maninatarajan', 'g2020sudo', 'nmurata1007', 'jorgealro', 'LighteningRod', 'fgaim', 'yukiontheiceberg', 'msau42', 'reyimu', 'surbhi07', 'Brand-Johan', 'zhiyucheng', 'ryuta-databricks', 'fhai50032', 'peterlindstrom21', 'pnikolic-amd', 'Baojia2233', 'wellzhong', 'zsnvcasc', 'suyash-sarvam', 'mistyeye2088', 'Rombo-Org', '1hwang1', 'fangyul', 'yf677', 'niczka', 'decThomas', 'monilouise', 'yeoNvidia', 'rpand002', 'zhentaoyu', 'imran-intel', 'erfandarzi', 'issaccyj', 'albanie', 'Namir0806', 'hirokichi', 'maestosoya', 'fuuuya', 'kennytywu', 'sarthaksg', 'onnx', 'kencwt', 'nsbneyveli', 'xixihahayjy', 'MIIB-NLP', 'sjr', 'MirceaDan', 'ssajjad', 'lvenugopalan', 'ljogeiger', 'rmihiranga', 'mtensor', 'darditti', 'chenguang-wang', 'ywan-alibaba', 'sanjay73', 'antonioFlavio', 'lurosenbgoogle', 'EuroPython2022', 'cwat-sfdc', 'mahendran03', 'raamxkum', 'pnw-ryanmcgr', 'evekhm', 'mjli2025', 'ppnv', 'deshmukhankita', 'stephensouthern', 'stevenche17', 'bgunawan', 'basilepp19', 'alonjacovi', 'mrezavand', 'nofl', 'svidhi', 'tekniumland', 'PyWizard', 'FredrikKarlssonSpeech', 'anonym-submission', 'Bharatbobba', 'jshubhi', 'jh-db', 'kreamsoup', 'MultiLlasa', 'singhnav', 'JunGaoNVIDIA', 'gauthamanmurali', 'nvhash', 'kdodda', 'Elijah77', 'sam-mosaic', 'ellenh', 'hynky', 'vnatan', 'shivam-h2o', 'wangtao0517', 'khuongduy1897', 'OGamer34', 'snehagpt', 'sumanthd', 'aniculescu', 'wellszhou', 'alonsoapp', 'coniferish', 'krocki', 'ggaew', 'Elfsong', 'airlrj', 'davidpugh', 'JingzeShi', 'bsievers', 'ai2s', 'neha1710', 'fusing', 'thatblend', 'svishnu', 'yiroa', 'adoniszzeng', 'anonymani', 'liumark', 'apeace99', 'projetocnj', 'tabossert', 'DavidHarrison', 'm6amiri', 'rachy-ds', 'khel-2h', 'fetong', 'dby1', 'sanjayaghara', 'feiziaarash', 'ontocord', 'panyang01', 'Xinrui111', 'jffacevedo', 'zenmule', 'milindchaudhari', '42dot-shryu', 'ben-caffee', 'shamz15531', 'paulaontal', 'ayush2107', 'QingCheng24', 'nchauvet', 'chenb24', 'JDragonB', 'dmishura', 'mamuwu', 'NNaeem', 'mcmozer', 'bcleary', 'wsfowler', 'leondz', 'ammechw', 'ajssns', 'Nourena', 'BTurkelson', 'Jacky2001', 'ameliechatelain', 'patputnam-db', 'Kienbv', 'mgiagkou', 'TheOriginalMinion', 'EasonWei', 'LauraBogdan', 'paultltc', 'ggentile', 'kwiha', 'Karlto', 'hishamchow', 'tofooschnitzel', 'knkk0807', 'ahz123', 'aneog', 'climberhunt', 'simonlbc', 'lmms-lab', 'patomp', 'liyongsea', 'caleb-nv', 'kacperk', 'juyongjiang', 'ZJaume', 'codebert', 'MaiAhmed', 'dcampora', 'Qingyun', 'feralvam', 'sanqiershiyi', 'hlml', 'Hu6ery', 'dongseokmotif', 'ar1nd4m', 'edwli', 'ksivaman', 'abaheti95', 'sted19', 'rrv01', 'gajendrau', 'anoperson', 'chien-hc', 'khaimai', 'shikharjain-bytedance', 'calme2', 'softpur', 'taozhutt', 'Mariam991', 'lflis', 'infiniteloop314', 'jl-cerebras', 'wsasw', 'smurching', 'rogerxfeng8', 'kayliooi', 'awettig', 'egg-community', 'derderderheisst', 'ramkrishna2910', 'vmehmeri', 'mserras', 'kmiyazaki', 'kenta-naruse', 'natsukihosono', 'otirla', 'GE42DAL', 'rocsanz', 'nkstnkst', 'mihaimaruseac', 'SPXRAI', 'lisr', 'kasunvimu8', 'nsnhfjk', 'yashgupta-dbrx', 'jubair119', 'ALLaM-AI', 'oskarweinberger', 'jenniferaclark', 'gg-hf', 'yoonjoo16', 'Mattjos', 'ksyang', 'kysong', 'haipingwu', 'databricks-ben', 'SelvaJ', 'nvtamilc', 'Mysael', 'pstar92', 'Smileyy86', 'ianbyted', 'rachguo555', 'abdou3com', 'paulramsey-g', 'hykgg', 'ngolubyevsky', 'S-seino-T', 'yigu8115', 'Rolv-Arild', 'evolvedHow', 'impressiver', 'jadeworrall', 'kangeugine', 'ismac', 'bpmuc2', 'CustardApple8', 'sarahwie', 'JulesTalloen', 'nakulc7', 'henrisaab', 'charles-wang-nexusflow', 'oliu-io', 'tejaswinp', 'UniverseTBD', 'sousquared', 'anuragajay', 'jiashangh', 'adamvelasquez', 'sukuya', 'devanshuhuggingface', 'kibitzing', 'trtd56', 'ebursztein', 'Bengdddd', 'yuk-to', 'rumaima', 'JumpingXL', 'antonlarserik', 'zwyan', 'AdinaY', 'natbutter', 'Pine2', 'indianspeedster', 'Jontpan', 'jma2006', 'arunarasu', 'nvlcambier', 'zchenyu', 'chubbyracoon', 'bandicootpirate', 'dylanebert', 'LiYangzhe', 'Yukang', 'model-man', 'FreedomStrike', 'shintaro-ozaki', 'sourabhghose', 'aholowie', 'arianna-bis', 'zhangchenxu', 'lavrai', 'xiaofei05', 'chenyulee', 'joaomdmoura', 'hrossnvidia', 'snova-karans', 'Bytebender', 'cmajithia', 'IndicGenAI', 'ZhongboZhuNV', '4rtemi5', 'juliangutierrezo', '745H1N', 'yuto2000', 'spandanagella', 'jsian', 'danyaljj', 'SayantanJoker', 'mariaholmqvist', 'dkleczek', 'billelmokeddem', 'Entong123', 'speed', 'ozahavi', 'makeshn', 'AlgueRythme', 'aadesoba', 'msaifong1', 'XanderJC', 'Wennie99', 'jainaman', 'erbacher', 'zeitgeist-ai', 'eundoosong', 'forsmanj', 'angiewang', 'Hico', 'enekovalero', 'brianpz', 'jaslee20', 'orgad', 'Ian-c98', 'leongh', 'iman-setayesh', 'lkadoch', 'Anonumous', 'yishanwang', 'Parmitam', 'belinkov', 'EduardoPacheco', 'huizimaonv', 'atallcosts', 'zhenwei', 'Sabchandler', 'nunnarilabs', 'liqianhao', 'jianguozhang', 'tashleyjohnson', 'Mickael', 'syhuggingface', 'axyon', 'bmcbrayernv', 'Smd-Arshad', 'Streakfull', 'shauheenz', 'SamideSamuel', 'NitzanBar', 'kizumi-sbint', 'evamxb', 'mohabfekry', 'sgojuki', 'sakaltcommunity', 'qanastek', 'JoyKamdar', 'ayanny-gcp', 'felipezeiser', 'zacheryli', 'ppritam', 'xyz9911a', 'ferragina', 'asafimamun', 'minhngh', 'grote', 'saptarashmi-google', 'IlyasMoutawwakil', 'kanxxyc', 'kangqi', 'bmwshop', 'shriike', 'piotrl-cerebras', 'falinef', 'huggingninette', 'ai2-transfer', 'huvu', 'saidennis', 'leoliangsh', 'ivyFrost', 'AiresPucrs', 'localghostx', 'Jing1Ling', 'dahmad', 'danielplatzner', 'zihaokongnv', 'griffintaur', 'Izalyra', 'swild96', 'beaubrowergoogle', 'gkakad', 'AnderBarrena', 'MergeMerge', 'Xiatian-Zhu', 'pravallika-dsp', 'xuwenc', 'tibrewalrachit', 'ygurwicz-int', 'seisnekw2sdsf', 'NTQAI', 'aletheuin', 'hammad-007', 'antonyvance', 'vikramgopali', 'PPrimo', 'ChrisChieuSA', 'Zenithwang', 'cicyle', 'ccahrens', 'joelico', 'doremirsvena', 'Soupyf', 'Kangying-li', 'sbredenberg', 'awebson', 'Zlin007', 'ilia-zakoulov', 'rishikeshs', 'yangsong12345', 'VishP', 'Swastik30081975', 'JohnCheng', 'kevinzzz8866', 'windflower715', 'BalaDBX', 'linjun112233', 'heladoo', 'yutojubako', 'Hsy-Intel', 'sam0109', 'jitta', 'hangwu', 'funa0220', 'mohitsu', 'guizili', 'ruodil', 'BounharAbdelaziz', 'Stremie', 'lakehui', 'weish', 'Shoucai', 'adadtur', 'shenchenhui', 'FedericoMartelli', 'vjsingh', 'ayushr2', 'ivansmf', 'GuillaumeSalouHF', 'siyuanf', 'MLP-VLM', 'diptodas', 'kdedakia-g', 'award38', 'YongxinWang', 'lilyjge', 'agolinski', 'Dionysos-KM', 'aflowers', 'zhnagchenchne', 'huyendo', 'agurm', 'relyaniv', 'ZixuanKe', 'VictorGuyardSalesforce', 'emmac', 'tghong', 'self-long', 'camelion', 'BerenMillidge', 'JatomCai', 'sishan007', 'DavidToneian', 'Zhenming-nv', 'Sidd308', 'dorali', 'earthwanderer', 'Ferozekhan', 'a1302z', 'reymondzzzz', 'cgfandia-tii', 'rykim', 'eltiburonIL', 'jeffrey-li2', 'rairatne', 'peterjliu', 'ula1024', 'falconmadhab', 'Skite', 'inativid', 'aliciamw', 'ruaccent', 'Athula', 'tomoyukun', 'turbodu', 'PriyaSekar-Intel', 'beiwang', 'sw32-seo', 'zhangjianweicheer', 'tomomatsu-yuta', 'kunalmega', 'fromain', 'OpenDFM2', 'yizhongzhang', 'postylem', 'Hansim879', 'pmaldikar', 'kmo-nvidia', 'kirkog86', 'thunil', 'tdnguyen29', 'ku-chu', 'ml-fw-prerelease', 'suazi', 'anakra018', 'Wanming-SF', 'effendietal', 'arafatDU', 'SidG2k1-Databricks', 'pvijayakrish', 'liangy2', 'nikitavolchegorskii', 'mwyi', 'Winda00078', 'navigli', 'Riddhiman1997', 'spikew', 'yaleyan', 'f-wolenski', 'trebedea', 'AC-723', 'ehojatin', 'gkozlowska', 'NVkgoyal', 'charmm', 'ljm342', 'npc1399', 'Reilika', 'prkulkarni', 'SillyTilly', 'salkhon', 'best-team', 'darklinux', 'blong', 'tzsn', 'nngokhale', 'jingxu97', 'anithasuresh', 'chinmayeep26', 'saynae', 'csg1', 'crazyofapple', 'RomanCast', 'growup72', 'felix0302', 'phananhd', 'Kamalii5', 'APX1012', 'carafcat', 'TheDetective', 'sahgupta', 'jwquah', 'scott1234567891', 'jmand1', 'shrutidas', 'mtrasobaresb', 'ejune5', 'zpao', 'terrywei', 'naveed-ahmad', 'stacked-summaries', 'Rosni', 'sahalve', 'mojanjp', 'Dava92', 'ccchen1006', 'liamttdunnapple', 'stefanfischer', 'hueyliii', 'Leymore', 'Saline-smoke2local', 'ncmeade', 'rishabhs', 'watashihakobashi', 'RadomirPivoda', 'samratph', 'apkumar', 'carohiguera', 'le-llm', 'HasanF', 'LHC88', 'killight98', 'billyporter', 'Azadios', 'butternese', 'cs-mshah', 'lilyz13', 'linglinll', 'itazap', 'tarsur909', 'bklemme', 'alanarazi', 'bobs10239', 'sergiopaniego', 'yuyuzhang', 'ruslanmv', 'mbluetree', 'ilabiad', 'rmedranollamas', 'jingsf', 'mbuehle', 'yeontaek', 'PedroCZ', 'mhillb', 'falcondemo', 'colourful-tree', 'kevinberny', 'katopz', 'matheusrdgsf', 'mbalaNV', 'HuggingFaceBR4', 'deadsi02', 'daniel-silva', 'Rasaif', 'ingelise', 'naga1583', 'HuggingFaceSmol', 'ozzy-nv', 'UNIVA-Bllossom', 'alexeyfa', 'WilliaJin', 'm-nagoudi', 'lizhizhou', 'aat0995', 'akoksal', 'avi-skowron', 'sweiss-google', 'Andy202401', 'igreenberg90', 'halquabeh', 'rmavila', 'JesperBergquist', 'felixtencent', 'hkhedr', 'HwwwH', 'pchizhov', 'yangezheng', 'Mudassar', 'state-spaces', 'dianapoplacenel', 'swissnp', 'srvm', 'rameshnchukkaintel', 'radday55', 'mcocco', 'jia-hao-ai', 'CALM', 'askainet', 'njiang37', 'JashGulabrai', 'muziy', 'mulgray', 'kxlim', 'slagunac', 'Frosty', 'patrickahrend', 'zyznull', 'Humaid-alblooshi', 'chairiq', 'cjmobley', 'SusanThomas', 'davidkurokawa-at-snowflake', 'pyzhao', 'dariaolshevskaya', 'goodsong81', 'IrinaPlacinta', 'riya-maurya', 'mvillegas', 'wenyao-li', 'MaNuELP', 'zhyncs', 'stoyoshima', 'dpacgopinath', 'huggingfacehugging', 'dnan-ipd', 'briancoutinho', 'howard-nlp', 'katlynedwards', 'PL-MTEB', 'linmx0130', 'h-bhaskar', 'seranky-nv12', 'klenner', 'JoaoMariaJaneiro', 'oliversong', 'alaleye', 'Ju-Hui', 'RemInt', 'zhua', 'kaerez', 'shimon-vainer', 'spfohl', 'adavanne', 'schneewolflabs', 'TANAit', 'xarcher', 'tarajw', 'light611', 'tekinb', 'tonybayvas', 'jrossthomson', 'hussainkolsawala', 'ilu000', 'DeepNLP-22-23', 'TobyYang7', 'mehmetcanbudak', 'shaharukh-khan-ola', 'Unlearning', 'nilslukas', 'sss-m', 'segment-any-text', 'phlovexz', 'chrisjech', 'sajeban', 'bd-ashaw', 'ostrain-google', 'asoria', 'Impulse2000', 'Vasiliy-Chubak', 'vkandodo', 'cdwei-gg', 'goddardexperiments', 'hezhuojie', 'HFW-F', 'aeroscripts', 'collAIborate', 'sugam-devare-nexusflow', 'williamsmt-g', 'kseniialysaniuk', 'deeponh', 'simsun131', 'boris-pristupa', 'Yosephine', 'hann-wang', 'LyxDLiI', 'verenarieser', 'kmei22', 'kujiang', 'bylin', 'kc-two', 'helenewetekam', 'ai-lab', 'thermal666', 'fptasse', 'rajaswa', 'MahmoudAshraf', 'Ameeeee', 'oai-np', 'jkmarz', 'lalshihabi', 'Saranath07', 'RUGzhu', 'gigant', 'tohaowu', 'ronanlb', 's-kat0', 'Gerard-1705', 'jandileep23', 'WhiteRabbitNeo', 'Chasottco', 'darshan-as', 'meiyenwo', 'umeshkumhar', 'yimingjing', 'gobotguru', 'emilgraichen', 'nabildbz', 'width12', 'XumingGai', 'g-assismoraes', 'KvrParaskevi', 'insop', 'fletchjeffdb', 'ayvanovich', 'language-and-cognition-ucsd', 'zfrazier', 'sujit771', 'harsh68', 'frankzeng', 'sharvan123', 'gmorini', 'kertoip', 'jun-c0ffee', 'Trudy', 'loubnabnl', 'gaoyuanz', 'gmerrall', 'ViktorK', 'miserableape', 'hmmh88', 'bai0', 'luxu', 'Jiafu', 'luke1lin', 'tainc', 'manmanren', 'raymondtan', 'eparsons', 'davidswelt', 'matyasosvath', 'PedramR', 'aagohary', 'leol-cerebras', 'entropi-sai', 'GabrielePal', 'mayankrathee01', 'schen1998', 'ahecks-dbx', 'avladu', 'kietnv', 'afourast', 'HuangZhiyi', 'Emison', 'HaohuaMicrosoft', 'bzarr', 'MAGREF-Video', 'hf-inference', 'yaellegoldschlag', 'huggingnft', 'Table74', 'peterschen', 'Hideki', 'JakobSvensson', 'lijin-nv', 'metapeppler', 'seonghyeonye', 'akuls', 'Junjie0228', 'andrliu0426', 'andreye', 'xinyangz', 'aaritakula', 'larryxFly', 'Michael-Apple', 'albertoIntel', 'jarkolainen', 'hSterz', 'danieljannai', 'amirraffiee', 'manimala', 'NeuralNovel', 'nlp-en-es', '98aoisuhfoiua', 'imthanhlv', 'pronics2004', 'meltabakh', 'Ryan1122', 'davidekeflod', 'ivanmaslakov', 'larkinsella', 'Lancelot53', 'eshoyuan', 'guanwenyu1995', 'rhm97', 'JasperW01', 'rajmohanc', 'khhuang', 'Mbergkvist', 'one-man-army', 'alponsirenas', 'danish', 'lucasmelobr', 'jake-g', 'omerekiz', 'bhadresh-savani', 'Venn', 'jason-mrtw', 'ada-flo', 'alexmillane', 'FredericMrozinski', 'slremy', 'yy0511', 'mhanono', 'max-zhenyu-zhang', 'rkhandkar', 'Injee', 'HAGERSAYED1', 'ipd', 'zyl1024', 'BeAri', 'wangdwes', 'dandrade', 'ruke1ire', 'gowitheflow', 'ransiki', 'kaitlynn-gabriel-intel', 'mardilaltuncu', 'rebeccak-nv', 'Wenxuuuan', 'ylzz1997', 'AdamHede', 'siddharthtyagi', 'cliang1453', 'flyingpiggy1994', 'Chenlu123', 'hromadka', 'auriza', 'oulgen', 'altsoph', 'June', 'lfsm', 'ljb121002', 'bhavnicksm', 'homosapienssapiens', 'mdrintel', 'kimh', 'harshg5799', 'Mansi29', 'rdemorais', 'rbudida', 'HangjiHe', 'violetch24', 'robert-lee', 'cortex-hf', 'km516', 'shawnzzzzz', 'yugo-omura', 'svidiella', 'vishal-jain', 'wieheistdu', 'Alexhaoge', 'joshmartinez', 'Haoxiang-Wang', 'alfonsomiranda', 'mlxyt', 'ShaunSZ', 'GuilhemNV', 'enjoy2LLM', 'kkgru', 'ChristopherTimm', 'V-raghavulu', 'atinfinity', 'mittulsingh', 'dj-mark', 'pallab1234', 'jsincn', 'pratikparija93', 'sueda123', 'wwwaj', 'codevan', 'MidoAssran', 'maximedb', 'DrDog', 'licheng111', 'dddyyyy', 'pyoudeyer', 'Lulin789', 'YatoroGod', 'letoey', 'simonwan', 'akhetan', 'carogan', 'fne', 'recisic', 'daniel-rl2', 'jmcveigh', 'alexismp', 'jeberle', 'WinterGYC', 'jcupupup', 'ameerazam08', 'sted97', 'pratyakshroy', 'seifoux', 'alisiameta', 'Rashwan', 'vertex-model-garden', 'HarryPotter09', 'goblingirl', 'kaiyanh', 'MrlolDev', 'Brouz', 'PolygonGraphics', 'mjdousti', 'pierrechambon', 'OSainz', 'scottinteltandy', 'BearSean', 'samodi', 'pingyu', 'qianyuchen', 'stevemcghee', 'snova-ir', 'ddm3114', 'nhatho1999', 'imdbo', 'ArthurBook', 'KriyaTVity', 'becky520', 'Khyati15', 'shemmipfn', 'ryandekoninck', 'krishung5', 'paulshin', 'HiTZ', 'Jumbozz', 'anarasimham-g', 'guywiener', 'bendns', 'Xiangyi1996', 'mazs', 'lexibirch', 'perflab1', 'jaingauravgm', 'sienasc', 'vinan', 'erikgrip', 'mkliegl-nv', 'tschwarz', 'rhysdnv', 'aspiara1988', 'beomseok-kwon', 'meta-yiyan', 'joaogante', 'QiLiuHKU', 'miyao-yusuke', 'doantienthongbku', 'Haytam', 'AndreyDmitrishin', 'ydluoapple', 'shipinqin', 'shogohamada', 'fkawala', 'ppezik', 'jungmin', 'IgorSlinko', 'edengal', 'eouldahm', 'stevenripp', 'dbyoung', 'zxdu20', 'edugp', 'shoji', 'isaac-ng', 'Abhishek2408', 'britneymuller', 'ykang7', 'arthuraal', 'ruchaa01', 'nvmarnold', 'WestN', 'jqmcginnis', 'Fannyjrd', 'zhaoxudong01', 'helplesscoder', 'minhtt32', 'manojvishy', 'rsamintel', 'bhatta1', 'yangjun2020', 'SaranyaMedur', 'nv-ozbarshalom', 'jbschlosser', 'Jimmy9389', 'schacha', 'aorenste', 'cyrilvallez', 'zacharyc', 'Basem', 'sangmin6600', 'gookian', 'jonabur', 'm4r1k', 'kaiqw', 'misaka-1', 'siddjags', 'jqin22', 'zackli4ai', 'cmackay', 'xp1992slz', 'jmedlock', 'buraksyd', 'JiHyeSung', 'chrisheecho', 'Flex92', 'hesjostrom', 'farhadali', 'EmanuelBurgess', 'mreso', 'kennethchen2001', 'llm-slayer', 'AigizK', 'bdsqlsz', 'Saiful79', 'montehoover', 'jmiano-fireworks', 'fpriluq', 'corbyrosset', 'jph00', 'roygan', 'cosmicexotic', 'RubiaCx', 'DuMarek', 'ameykulkarni', 'Yew93', 'Arunwelcome', 'AblateIt', 'judithyueli', 'RoboticsYY', 'danielherbst', 'SmolEvalData', 't0-0', 'alexperelman', 'chengzyn', 'NbAiLabArchive', 'Windomearle', 'jinooksong', 'wphor', 'joehslee', 'yenchenl-nvidia', 'syedaanjum786', 'danhn', 'donzh', 'mchintha', 'hetshah1', 'val-sf', 'NaamaHammel', 'dycz0fx', 'jmwilliams16', 'arthurzzZ', 'xmarvl', 'raphael-gl', 'iiice', 'kkalicka', 'vkaarti', 'qiuxi337', 'JaswanthKattamanchi', 'kmhf', 'franz4938', 'Tashweena', 'micmayer', 'msaitoc', 'emailprems', 'poonamlamba', 'virtualmark123', 'martintos', 'Ragavi', 'suolyer', 'yaxin1', 'AvrahamSheinin', 'xuhuang96', 'SashaM', 'shayeboshi', 'halykoss', 'aayushu', 'EmileH', 'czhowl', 'mxzf0213', 'lalpax', 'edmuthiah', 'roshansk23', 'jongwook', 'lintool', 'kalaAu', 'tislamshuvo', 'nachiketb', 'lj1995', 'henrikb', 'ArijitP', 'philbed', 'ncomly-nvidia', 'zero-gpu-explorers', 'Luisa47o', 'Alfozan', 'arkobanikUW', 'berkaiy', 'classroom-test', 'ristoh', 'sciPile', 'Sengxian', 'ajibawa-2023', 'Sri-Vigneshwar-DJ', 'lintang', 'nicher92', 'ywan', 'mayank-mishra', 'stanislav-tikhomirov', 'eb885', 'norabelrose', 'LorenaJ', 'Pradeep18103', 'togokida', 'jrapin', 'lijingticy2', 'justinwoo', 'rkrishnannv', 'allenyanintel', 'hardy4yooz', 'adrrrrrr', 'vikasgautam', 'zzjzz', 'BinNV', 'qingyund', 'mimeyer', 'Patrick544', 'nickfuryavg', 'midhillace', 'tczene-amd', 'vitornl', 'atefehsz', 'lkwate', 'susu0123', 'trl-bot', 'hmb', 'alokmatta', 'kenrickaf', 'yyetim', 'Rawat29', 'so298', 'andrelevim', 'ben-3', 'shoondyu', 'AMDstevensu', 'arvinkyang', 'ukpa', 'jedclub', 'MNakhla', 'zhuoliny', 's0225', 'rcanton', 'wjskrydl', 'richicodes', 'janghyuncho7', 'dvmazur', 'NL666', 'pierluca', 'galtimur', 'blaksh', 'youngju-up', 'rentianyi', 'GloriaMK', 'GuangyuZhou', 'jxML', 'jjukic', 'yqz1000', 'mattcurfintc', 'fbastien', 'CLS', 'langtech-veu', 'aalpkilic', 'prakharagarwal', 'east825', 'nealv', 'PranjaliJoshi', 'howlz', 'josephattieh', 'Benson0104', 'ysnarang', 'amtarr', 'say2904', 'adityao', 'unix1970', 'figge', 'chrzanowski', 'amacias', 'spestana', 'darios', 'gchami', 'arturobvb09', 'verissimomanoel', 'deepseekrzz', 'ziyjiang', 'piero2c', 'rutadesai', 'quehry', 'limintang', 'Joelzhang', 'singhutkarshh', 'imone', 'kevinmcw', 'bue0912', 'CorneliusBuerkle', 'marcusborela', 'natssoares', 'C17haf', 'sajeevrajput', 'nbaligar', 'jeebus', 'akanyaani', 'thomasuyttenhoveml6', 'ErezSc', 'khaimov', 'jdjoubri', 'rohan-thakur2', 'SophieOstlund', 'engeba', 'LokeZhou', '1stprinciple', 'maximermilov', 'juyeon2025', 'vinhtran2611', 'Mete00', 'Miner007', 'mwittwer', 'xinyaowang', 'hon9kon9ize', 'intel-ravig', 'andywinxp', 'icandle', 'jiaoangel', 'CrystalCAI', 'jiyeon5', 'mariam-cerebras', 'Mark455', 'hakimo-vich', 'QUDONGQI', 'amirlivne', 'zpatel', 'jacliu9233', 'mjpradeep', 'ayonbakshi', 'ibm-granite', 'Lyhceeee', 'teresaliuchang', 'na1oak', 'andmev', 'erl-j', 'Dilyara', 'JihoonBrianJun', 'mlukaszewski', 'voteetech', 'meganariley', 'erdipurdi', 'openthaigpt', 'PatrickLiu9', 'ranyabell', 'toan-db', 'guruprasadmp', 'pguntha', 'gwkrsrch', 'parksoon-bd', 'hivaze', 'klldmofashi', 'megagonlabs', 'gaya', 'happzy2633', 'AmritaNV', 'GeneZC', 'jmodel', 'davidabrahams-adept', 'abunimeh', 'rmccormick', 'AungINTC', 'alo666', 'jfchi', 'dounutmonster', 'tommasobonomo', 'meghaaa', 'EZMONYI', 'mchitnis', 'kaimeta', 'corymclean', 'MScotty', 'rajatarya', 'BrunoLannooJetBrains', 'LongSafari', 'rsshaik', 'vinod-chakravarthy', 'styletts2-community', 'suhani-sarvam', 'fub2', 'DoraCs', 'jnfinhfa', 'linkenbytedance', 'Monda', 'Zoota', 'nlplab', 'jasonzho', 'gabriellabollici', 'keranli', 'MikelZubi', 'katjaf', 'miya-99999', 'Chenhui1016', 'mazeyang', 'ekolodin', 'sdeoras', 'root-weblab', 'SybilSageAIModels', 'forever871001', 'andreagurioli1995', 'hiaoxui', 'takashi555', 'Kunshang', 'helenai', 'AnushanF', 'wiktork-nvd', 'sultanabegum1990', 'palomamm', 'Jingya', 'mwawrzos', 'Michel68', 'wukong618', 'macadeliccc', 'pashaqq', 'Yuyang-z', 'gblockg', 'jaydeeps-cerebras', 'macroxue', 'nitinbricks', 'HovChen', 'shalinigupta', 'akiraly', 'arjunsub', 'nada5', 'ohad1', 'alexlatz', 'EricYuhui', 'rhnetrom', 'UdS-LSV', 'Kekexin', 'masakhane', 'Fematich', 'Bruce-Jin', 'flavoredquark', 'AlienKevin', 'yaya-sy', 'Ishagarg', 'santoshtamma', 'jending12', 'Zi-Ting', 'ekana', 'hf-private-mlx', 'jp-defog', 'rkazants', 'aaas123456', 'erickarmbrustgoogle', 'PreethaVeera', 'huangyu-nv', 'ChiTu', 'jeremiedavid', 'sokada', 'AbdulazizAlshamsi', 'JJTUM', 'xiaohk', 'grvgrg', 'KonradNV', 'haiyunyun', 'tlab-admin', 'kentof', 'none-yet', 'tomgoldstein', 'dchevy', 'zviadkardava', 'kkothuri', 'jackwoth', 'silfverstrom', 'kame-B', 'jieminz', 'dhirajjoshi116', 'knadiminti', 'queenazhao', 'suronek', 'MsgKrishna', 'muditmj5', 'jinjieyuan', 'yantk-google', 'reshinthadith', 'jilv', 'roi-pony', 'jdonthin', 'sidharth-dhawan', 'SillyXu', 'LanguageShades', 'jlin888', 'jkramberger', 'samuelcahyawijaya', 'shaisg', 'barakp', 'junw3', 'intervitens', 'smithagirish', 'sanchitj', 'howjing', 'sujay2001', 'thomasvrancken', 'mumasuth2', 'adamlu1', 'mikihiro-sbint', 'samyakdaga', 'p1atdev', 'elhaus', 'alaok135864', 'raoshree', 'charlesbb', 'Isayoften', 'pstjohn', 'ameroyer', 'eugeneooi', 'hueyliiii', 'anaescob', 'ytiramdas-nv', 'jiachengcui888', 'hanbinjung', 'hellohisunny', 'svdiff-library', 'sltttt', 'Emma-N', 'justin-elkow', 'juntaodi', 'wolfspyre', 'yixinc', 'Maverickyyy', 'turabe', 'mcliffordgoo', 'nwalston', 'armyKid', 'mth-databricks', 'mattfernandez-salesforce', 'kazuki-shimoji', 'ajaykarandikar', 'aenniwang', 'aaronndx', 'BhargaviChowdary', 'lusxvr', 'wuyongyu', 'muemachi', 'carpedm20', 'akashsoni007', 'ssmaameri', 'nherve', 'ericmsmith', 'Maits27', 'gowhosamane', 'Leonisgpu', 'yli1', 'hasaniqbal777', 'DavidCBaines', 'qgao007', 'irenegirard', 'adamkuch13', 'Shangbang', 'PeterJam', 'elroylbj', 'petrickl', 'orishap', 'tiluo1994', 'antonio-t', 'StevenLimcorn', 'afraamn', 'meoww233', 'anubhuti05', 'Johan-lag-nv', 'JincheolKim', 'Fern1221', 'NR11', 'galagam-nv', 'r4yd3n', 'yuri-falbu', 'Robedoor', 'fishyu', 'JesseDodge', 'emmacheng', 'snirbenIntel', 'kipeo', 'deep89', 'cknkzk88', 'LIXITHU', 'bdkevin', 'ellacc123', 'salomeabk', 'manish6016', 'fleHugging', 'zh-tw-llm-dv-dv', 'deutsche-telekom', 'YujieZ', 'MOZNLP', 'matomato', 'AnasPwnapple', 'purvii-google', 'aishnair', 'pettter', 'mobjerkn', 'Hangjie22Coder', 'thiagolaitz', 'matthieul', 'ahmedalhammadi', 'SmallColdog', 'helmendorf', 'nebius', 'ThaiLLM-Leaderboard', 'kahkee', 'Oscar', 'SO0529', 'HyperionHF', 'brishtiteveja', 'AbdelrahmanM', 'VaibhavSxn', 'Kat27', 'cli999', 'mbabcock', 'ajay-dextrous', 'RiversHaveWings', 'franknoh', 'felfri', 's-mizuki-nlp', 'fialhov', 'shrimai19', 'wcyat', 'keisks', 'lfmatosmelo', 'Jacksooooff', 'nisten', 'testdig', 'narty', 'SanctiMoly', 'jokoehler', 'AmalSaqib', 'bencollier', 'aakzxx', 'mgalle', 'dmatveev', 'mayapati', 'SushGun', 'aapot', 'liam0', 'jlimsf', 'JoyiShen', 'Krellan', 'pare', 'pekboy', 'gokulr-cb', 'bgroener', 'abdulmuneertii', 'CuiD', 'pxyyy', 'TobitK', 'Meldaa', 'xiyuesonyawao', 'mahdicv', 'SGPT2', 'annieleee', 'felixzou', 'sdepeste', 'agueletii-g', 'robe-ai2', 'pmcaughan-nv', 'cherrylake', 'kingamru', 'antoneklund', 'YiFei-00', 'yawarnihal', 'chubirka', 'alexmoore', 'KStanisz', 'simonalmgren', 'basher', 'markfcchang', 'nfareeha', 'jachou', 'dacharya-avey', 'philipjuenemann', 'broziere', 'Duke-de-Artois', 'yibinl00', 'navyaasanan', 'MattVsTheWorld', 'DFKI', 'jlps', 'yungsinc', 'Ybg', 'refine-ai', 'eelisp', 'july2024', 'swanath', 'matthijsvk', 'yangtiange', 'nvpohanh', 'Ebeb12', 'Sarala-g', 'justinsun29', 'kpnv', 'kiamehr74', 'PSaiml', 'alexjungaalto', 'nikhilj0421', 'RiverDong', 'hf-vb', 'ankitmathur', 'riju19', 'lizhuang144', 'msnow2024', 'Doris919', 'lycfight', 'vjhufa', 'DejianYang', 'Hans323', 'davzoku', 'hangzhenglin', 'Nancysun', 'theasianvan', 'ryuparish', 'JasonMiles', 'oai-alexb', 'Clippers32', 'yongjian001', 'sparse-encoder', 'dmehra', 'ren-lee', 'benjaminbraun', 'gbelardelli', 'junli8848', 'clevi', 'robfatland', 'pranay-ps', 'Allen3243', 'nvpfec', 'arsenikostenko', 'ianz88', 'Sam-Shin', 'robertosalcido', 'lucalilai', 'Susan', 'sdebenedictis', 'nuojohnchen', 'arpanajindal', 'amuralee', 'masanorihirano', 'jerrymby', 'vidhijain18', 'huggingartists', 'Afsaid', 'karukas', 'ChiranthJ', 'ansjin', 'tanvd', 'lana-ny', 'pilabcr', 'shashankv', 'Zohebrakuten', 'diwakarmahajan', 'JTatMeta', 'derekl', 'tzhi-bytedance', 'marcosv', 'ythu', 'DGMS', 'SherlyNg', 'dnap512', 'victorsun', 'doyensahoo', 'capco707', 'cuteeeee', 'CocoHuang1', 'willieneis', 'Almost-AGI-Diffusion', 'ckobus', 'redherring59', 'kilianh', 'andyyang', 'JerryZhItl', 'njachtma', 'hungrstrike316', 'bin1guo', 'JacquelineR123', 'zhuocheng', 'emily-zfliu', 'ChuckChi', 'PKaushik', 'har33sh', 'iamctR', 'spirinus', 'kamwoh', 'shreyas-sarvam', 'suryasidd', 'terrain-diffusion', 'Jaavid25', 'srikanthgoud698', 'safepaca', 'mccullo', 'Matttttttt', 'dpxlbx', 'msollami-sf', 'amr-mohamed', 'israelcamp', 'Ochiroo', 'Freja71122', 'bdudashnv', 'yuantw2', 'HaoyeZhang', 'kg-apple', 'veecee', 'aswinsson', 'jisungeeda', 'sding23', 'TopContributors-ModelDownloads', 'tdene', 'tulifu', 'DannyWasserman', 'manaestras', 'rdkibler', 'Statmike', 'nelsoch408', 'TheEpicDolphin1', 'teknium', 'nancyhsiao', 'Vermifuge', 'nkrumm', 'mgornergoogle', 'mulderyu', 'weixin007', 'Lduignan1', 'BDunm-DBX', 'Shreemit', 'ritwikc', 'cy36', 'applematt', 'ashishjha', 'undobug', 'prasadapple', 'xmx-521', 'slee-db', 'edobobo', 'henryhai', 'antohug', 'TimeRobber', 'aylinakkus', 'meowterspace45', 'justinwei2', 'parha', 'gbroz', 'aashiq', 'robert1003', 'leewyang', 'ometz', 'coldstone07', 'abugda', 'fifors', 'PhoenixAxis', 'dharmendrac', 'kellycyy', 'minakshi2008', 'jgeelen', 'team-writing-assistant', 'schroneko', 'esc-bench', 'yorambac', 'cianh-google', 'okeren-sf', 'lct-rug-2022', 'Alyafeai', 'fkless', 'mdouglas', 'Horiuchi1', 'wkluck25', 'ruitaoyu', 'mrpeerat', 'YaxinLuo', 'AkremZeada', 'tcburnham', 'rose4096', 'chongyangs', 'golara-cs', 'rgiduthuri', 'AlonsoSEA', 'juliendenize', 'janzak1', 'kkamalvanshi', 'daryllee97', 'yaanfeng', 'mrniamster', 'nanazhan', 'ynimmaga', 'taekyungheo', 'tkornuta-nvidia', 'salmanhiro', 'nishitbhasin', 'michaelgorkowsnowflake', 'shiyu1994', 'nance-elnaker', 'jgouwar', 'sridodd', 'Leon33', 'yu-takagi', 'slowardo', 'ggghhh66', 'rosbo', 'jybao', 'Everlyn', 'ccaaaaaa', 'techieguy', 'prithpal', 'alboh', 'dhanshika', 'erikaas', 'HussamE', 'popshzhang', 'fernandofernandes', 'bulenkov', 'wgao2023', 'mikenev', 'seonwookp', 'maximilianofir', 'elkhatib', 'jt25741', 'coreml-projects', 'itsliupeng', 'gnikunj', 'n25jiang', 'srinjoyMukherjee', 'cleop-google', 'yehaoliu', 'AramKarimi', 'sidk', 'wxxxxd', 'MING-ZCH', 'lynazhang', 'FanZhou327', 'TaiMingLu', 'Shaonag', 'ArtemMukhin', 'ark393', 'najib', 'Sangeetha', 'kristenq', 'crodri', 'aidamd', 'mz468', 'jneuhaus', 'sbunni', 'wulixuan', 'CloverWang', 'LeyanW', 'fdaudens', 'jopg', 'Iker', 'pichuan', 'yanze', 'truongpdd', 'AurumnPegasusSalesforce', 'Kaili-Xu', 'wusj23', 'vpraveen-nv', 'IvanHU', 'kylee123', 'HadrianLim', 'owencm', 'iradoman', 'mderuyternv', 'aya-se', 'Iakes', 'the-vsp', 'leigangqu', 'weiweiz1', 'fayejf', 'young-kim-ola', 'gabrielcab', 'GuangyaoQuan', 'Jefxiong', 'ahmedoumar', 'kelvin-intel', 'abhishekm2-cerebras', 'yangruizeng', 'Cathy-2024', 'angelushs', 'hans00', 'jpvillam', 'kazemnejad', 'underXscore', 'haoxintong', 'Chunxu96', 'beckybyte', 'chenchen21', '0x001989', 'Inn1917', 'rnwang', 'lingjiew93', 'Vadoid', 'torotoki', 'Nhabte', 'rone56', 'yeswegan', 'williszhang-google', 'yhsieh', 'kyudolski', 'LidongBing', 'woeisme', 'jayr014', 'fouriertransform', 'debarshi-kundu-94', 'ZQG1999', 'TLLMC', 'SudhirAppaji', 'Fangming249', 'Frankieeeee', 'acmoles', 'mingyzha', 'zarmalhotra', 'pierric', 'aminabbasi', 'kojimano3', 'jiaxin007', 'ezyang', 'DhavalPatel', 'zbhat', 'happyWin', 'macumberc', 'asennv', 'amirmeimand-gcp', 'Rtjaz', 'lkonle', 'Manishapple', 'hbin0701', 'cambridgeltl', 'tiffanychen', 'rguo123', 'JoeLiu996', 'huggingMJ', 'klevtsov', 'jon2thou', 'tephygoogle', 'ipatil2', 'nnshah1', 'lordjimen', 'YijuGuo', 'binqisun', 'SomebodySteam', 'rr-ekater-tiutiunnikova', 'maksim-tkachenko', 'flozi00', 'Sam2021', 'bysonlee', 'Abhinand20', 'mtk-sowmen', 'nightfury', 'fcourtay', 'vshiv', 'jfarns', 'chengzicc', 'ChuxiJ', 'wernergeyer', 'AaronJim', 'fb-iordanis', 'mumbert', 'PublicPrompts', 'Sekon', 'Edwinhr716', 'petrojm', 'fidelg', 'edwardguo', 'lubap', 'yuanliu939', 'huybrechtsg', 'screamingweasel', 'EasonYao', 'NithinG', 'jonpnvidia', 'KianLek', 'JayGoogle', 'war0071', 'andreatgretel', 'dfelcey', 'aimodsj', 'shahukareem', 'mrae', 'dpfried', 'manoj-i', 'angelruiz7', 'honglinggoh', 'PureumaeLee', 'Amro-Kamal', 'DrSong', 'esiegel2', 'heansari', 'liberim', 'yangxue', 'steve-nvidia', 'advaitjain', 'Vtuber-plan', 'Lyndon1111', 'thiagotei', 'OskarLiew', 'open-source-metrics', 'sidster', 'wlsaidhi', 'abachaa', 'andrewdr', 'Mehrad', 'gliuyun', 'hyojinie', 'ykguo', 'IsaacRodgz', 'kazuki-fujii', 'baconnier', 'praasz', 'dmayhem93', 'Liudmtd', 'EpicChris', 'tiesenx14', 'Nvidia-BarathAnandan', 'mzeglars', 'antoniojkim', 'venky-nvidia', 'jkotheim-g', 'karma-os', 'sedrickkeh', 'Mughaira', 'togeorge', 'amberl67', 'muraligandhirajan', 'dfisk', 'ToluClassics', 'fenfan', 'asemertz', 'kodamatree23', 'ysternbach', 'msteiner-google', 'stevewergeles', 'Henry199866', 'shauryaSanRak', 'Amahendrakar', 'yongzhi1', 'starkosae', 'leeky2324', 'saipruthvieldy', 'orlandopozo', 'rwagwani', 'matsukik', 'jillianxu', 'tusharSingh0708', 'crhyu', 'hgamper', 'fangleida', 'tomvanbussel', 'litianhao', 'Christinayanancui', 'srisweet', 'co-evolve', 'zhihuaga', 'snousias', 'tdeka28', 'jgodlewski', 'chrisliu298', 'hillarysanders', 'abrooks9944', 'chaojiewang94', 'AnfalAtGoogle', 'yukiwamoto', 'heyanand', 'Fisher1234', 'BrunoGalani', 'dylanashley', 'Aasavari', 'edyshahidam', 'SolooooMan', 'weblab-LLM-M', 'saananth', 'RCA04', 'Chris5Lin', 'wfelix', 'aaarzoo', 'K4good', 'DavidDB', 'abvjsrx108', 'xurantju', 'Mahmoud3899', 'fraserbennett', 'fengqiangli2025', 'AuroraJing', 'adamhrin', 'MouseResearch', 'yuekaiz', 'Metaspectral', 'w775739733', 'alexbarrongcp', 'hahanbyul', 'hiyouga', 'gchenry', 'cgy1234', 'aziiraa', 'JiminLi', 'nicola-bonaventura-igenius', 'AtlasUnified', 'Ranieror', 'ashutoshd', 'oliat', 'zhanruis', 'yhavinga', 'annejulian', 'justinmanson44', 'ostanazir', 'ca-haruki-N', 'sfahad', 'AnnikaSimonsen', 'wjfwzzc', 'jlunden', 'lherrera', 'zcahjl3', 'supermmx', 'yiyiyi898', 'adrian-lopez-iic', 'andreidima', 'nclgbd', 'woojayjeon', 'RSNuts', 'xuehan-xiong', 'pepijn223', 'echococo', 'Tommi', 'Fanhai', 'siruiwang', 'mfotouhi', 'thanhnx12', 'peterkondrup', 'thaisdis', 'mdelsart', 'florentgbelidji', 'Summeryang0031', 'StevenTang', 'seanparker', 'EthanQ', 'mbien', 'yuanshengni', 'klakey', 'jfutoma', 'hbaghar', 'mbe', 'aabmass', 'abimaelh', 'dark-knight08', 'sannjanak', 'MassimoGirondi', 'arcainv', 'dewaputrabs', 'multimodalart', 'sususudiosujin', 'Kosuke-Yamada', 'ai-nlp-es', 'pedrogengo', 'dahopf', 'Shunian', '01-zmz', 'mrm8488', 'ramanathan831', 'amtrinh18', 'Chloe104', 'lukasmasuch', 'shannons', 'haitao-123', 'ssuzuki65', 'vmohan-sn', 'vexamologist', 'SageS', 'Elliotl98', 'RSico', 'zerongxi', 'anssik', 'robvdnbe', 'gheinrich', 'thomasdahlberg', 'stefanc-ai2', 'ptruiz', 'Betonme', 'lukasaltnv', 'lqhfegue', 'meghana1234', 'rowoflo', 'WatsonTang98', 'carlosrosas', 'alanzhuly', 'sfc-hf-dkincaid', 'andreshi', 'xiewenya', 'kacperq98', 'pk1d3v', 'Marvis-AI', 'kosuke-s', 'shadieqq', 'akhileshgotmare', 'ritugupta24', 'mseefelder', 'ypuro', 'luffyfjx', 'harshad-sarvam', 'rotorle', 'iwendler', 'mrlijun', 'jihyeonl', 'alealvesandrade', 'zeeup', 'tai-dang11', 'goutham794', 'kballeda', 'IanWard', 'deskpai', 'john-alfred-bt', 'frost-intel', 'bfshi-nvidia', 'yqli2420', 'Fiftyfiveturtles', 'wmathurin', 'josejg', 'jbalam-nv', 'TangiralaSwapna', 'chengpu-daxia', 'jerytang', 'Sam-cs-apple', 'MYomly', 'minas338', 'npeper', 'jessespencersmith', 'AtakanBEBEK', 'sabilmakbar', 'Aaaaadore', 'chen-l', 'hoppiece', 'tmeighen', 'chenjiel', 'AlicanKiraz0', 'franlucc', 'LMFResearchSociety', 'dangolden1', 'taiga-matsumoto-db', 'tghosh93', 'lbluque', 'swoonna', 'toby-iron', 'KazuyaKuroda', 'Juangriggio', 'harman', 'loiosunrise', 'patrickhiesel', 'justalphie', 'Hedi20', 'ajithraj', 'Derrytt', 'hanzh015', 'jamepark3922', 'vbgodsoe', 'jlanum', 'spalaskar', 'lilaub', 'bitzl', 'ehyun', 'lkuang', 'pjsu', 'alchemonaut', 'laihuiyuan', 'akssha74', 'singhkinjal', 'jlovingood', 'snagel', 'Cathy-MBZUAI', 'yfzhang3', 'chiennv', 'julianrisch', 'KaunainAhmed', 'hanangani', 'AnanyaDB', 'luozhongchao', 'RocCakes', 'guochen1177', 'danilonumeroso', 'imaihal', 'dimmzz', 'oka000111', 'mram1000', 'RomanoDiM', 'MBZUAI-IFM', 'Xiaogang2006', 'jacobfulano', 'lidan-z', 'aakanksha19', 'vidgen123', 'ponteineptique', 'emailandy', 'samangoueigoogle', 'KennyML', 'QuixiAI', 'ibraheemmoosa', 'asudhakar-db', 'KillingAI', 'steveyuangoogle', 'lkm2835', 'hooshvare', 'tuneer-k', 'timav566', 'saikumar2460', 'chryssa', 'dbabacan00', 'yuangl', 'yhyang201', 'sriramanintel2024', 'jessicakong', 'cguna', 'jmarusarz', 'A5medAshraf', 'keithachorn-intel', 'droussis', 'ninakirakos', 'nickil', 'NJULUR', 'davidng', 'quratulain2495', 'udatabricks', 'josepholadeji', 'pfZhu-97', 'richardhzhao', 'prikmm', 'hp18019', 'MthwRobinson', 'joakempff', 'cemkoca', 'chriskj32', 'shsaurab', 'kfort', 'yonatanbitton', 'oonyshch', 'erikmargaronis', 'cedie', 'zyz9740', 'jmerullo', 'Splend1dchan', 'ruotongw', 'Kyle1668', 'anqil', 'PJMixers', 'HFAnthony', 'BruceLee520', 'HanyangTechAI', 'hbhalla', 'sfc-amauser', 'postmasters', 'Nikostyling', 'joel-walters', 'jordiclive', 'phwamy', 'kirill-alekhnovich', 'ShirleyAng', 'argilla-warehouse', 'dlykov', 'ndebuhr', 'rishdotblog', 'nverma', 'aleksandrsyplivchak', 'jparrado', 'agondima', 'zhewenl', 'Dans-Archive', 'dsatty80', 'Kaguya-19', 'MindfulMiracle', 'jeffbk', 'shuoyangd-nvda', 'stefaan-1', 'alistair-ms', 'matthayes', 'Hans', 'Grishma', 'naymaraq', 'wisebreadloaf', 'chengshen', 'ksiggers', 'einsian', 'rohitmenon', 'wanglianxiao', 'JadenJ09', 'zhang-xinxin', 'enterprise-explorers', 'marialomeli', '10vliu13', 'arnav7', 'zsapp', 'robchen', 'vivnat', 'LuisArielUrena', 'yuanfei1105', 'ArnePan', 'evalstate', 'benediktbluemelhuber', 'lorelupo', 'Janus74', 'A-Geese', 'lvj', 'Ianfischer', 'gabrielilharco', 'DomBrown2406', 'starpeft', 'limsonjul', 'ngaloppo-apple', 'chenghaz', 'Lin-K76', 'ilhamfp', 'katblack', 'yoshiokahiroshi', 'pradevivek', 'elinas', 'purohik', 'masnesral', 'bhavitvyamalik', 'weichengt', 'calum', 'byeribaut', 'roborovski', 'vijh', 'Mattias', 'oliverunke', 'jpalioto', 'cmpajot', 'CecilioJia', 'chrisdeepsky', 'jayce-myung', 'lilloukas', 'ml4pubmed', 'twlm', 'knoori', 'MicPie', 'yogeshwar1989', 'saarah-a', 'Venkat-Shadeslayer', 'sfc-gh-reidlewis', 'Aburas', 'taskydata', 'srobin9', 'johnpf', 'smol-ablations', 'Christian-Serra-iGenius', 'MrArray22', 'Raincleared', 'bwarner', 'htdung167', 'viswaadityaoo7', 'merve', 'CTimoteo', 'Chiao-An', 'rh-db', 'onkarthorat', 'junjincsb', 'CodyAustinDavis', 'grishaburd001', 'Tomo-K', 'fredespi', 'ob11', 'trucchau171', 'boredabdel', 'TaranRai', 'gntonpe1', 'penzant', 'bpawar', 'SaZhang1', 'AmberRose2', 'adept-hf-collab', 'MariaFilipkowska', 'gralam', 'chuandudx', 'EdoardoMosca', 'Yiderigun9989', 'nd349', 'brisher', 'bhaman', 'Kartiks4949', 'Ambutler', 'Ramneet-Singh', 'bisdan', 'matheuscamposmt', 'clibrain', 'jianyizh', 'sengi', 'guedalia', 'dailyrain', 'keveman', 'jaichaudhary', 'Phind', 'manzilzaheer', 'costas0010', 'Ajaxon6255', 'ZhipengCai', 'Ziyang', 'wdrones', 'CrisSchezDB', 'joeyspinella', 'Kiri233', 'jlxintel', 'yurongyou', 'VREN', 'kohlirajatG', 'mattiasmiddelman', 'chiaraceccobello', 'anastasiastasenko', 'nick-zzz', 'HeatherNV', 'rchatto', 'mahtab1206', 'BHHHHH0618', 'aiwanwan', 'jechu-nv', 'anton-l', 'GhadahAlsaif', 'snackewm', 'rh-nv', 'jiaye', 'Kenan426', 'ks5531', 'mjksmith', 'deepvk', 'rolandgvc', 'rosluo', 'daveajstearns', 'W4ng1204', 'trl-lib', 'ckanaar', 'damonekjones', 'nxin', 'reasoning-course', 'dhall', 'Peng-Wang', 'martins987', 'aojea', 'IndicRAGware', 'frankiesiino-nexusflow', 'aatmanrp', 'linqingl', 'davidmnv', 'jkitchin', 'omertov', 'kawen129', 'potsawee', 'royenz', 'samanway-sadhu', 'xl-zhao', 'dagarvey', 'david-fw', 'khimc', 'tiam125', 'asimokby', 'daiqi', 'tyler-romero', 'minhna1112', 'jh316', 'WebOrganizer', 'MatteoOmenetti', 'cloudface', 'Lottot', 'PeterVarga', 'ourerik', 'luolinluolin', 'fangqi', 'sherrieshen', 'nkant', 'EvgeniyZh', 'RelSys', 'cetola', 'pingnieuk', 'qqgai123', 'ejyuenDB', 'deustice', 'rlgarrisdatabricks', 'clyall-google', 'panuthept', 'bea924', 'casperstromberg', 'wuxun-zhang', 'saraford', 'nico-lebovitz', 'RUSpam', 'zmerlynn', 'yiwano', 'jacobmurry', 'ZR0zNqSGMI', 'jiahuad', 'benlipkin', 'huggan', 'transfer-test-target', 'Shitao', 'yuheng2000', 'zetavg', 'michellehbn', 'Nimi-Nox', 'hoo233', 'mathiascreutz', 'UziizU', 'nfurlotte', 'auerchristoph', 'TasukuSasa', 'lawinstruct', 'kikidaok', 'kirazT', 'vsubhashini', 'Saeidpourheidar', 'Hiucc', 'Yujie2024', 'DFatadeNVIDIA', 'kakao-andrew-0', 'nqdior', 'jbornschein', 'hughesthe1st', 'GustavoStahlMBZUAI', 'sjgerstner', 'bconsolvo', 'izasmedberg', 'moritz-test-org-changed', 'JanJedryszek', 'nfortescuegoogle', 'Gabriel', 'nvperflab', 'avinashbhat09', 'chrcheng', 'HuggingFaceM4', 'neuro-jetbrains', 'adi-kmt', 'jinglun-li', 'zhangliu1', 'rgavigan', 'nvsascha', 'rohitchoukiker', 'hecui102', 'lgillaspie', 'artsheiko', 'lquachamd', 'LisaSchunke', 'obsidius', 'jparmar', 'amiagg', 'edbayes', 'jbrache', 'chezhengreka', 'vincenzoorlando', 'RanXinByteDance', 'SakikoYahata', 'gunho1123', 'wongjingping', 'riacho', 'yianz-nvidia', 'jwang-openai', 'NghiemAbe', 'nv-jsaito', 'nvhroth', 'nibe3229', 'glutamatt', 'atlimited', 'jinjunzh', 'emukbil', 'udaymallappa', 'Reihaneh', 'Vasupratha', 'Iteeeh', 'gauthamm', 'hewr2010', 'AI-Expert-Christian', 'desh2608', 'glides', 'jazcollins', 'speech-recognition-community-v2', 'Paulitsch', 'simeneide', 'AnishDelft0504', 'clem', 'JJDDYY', 'sidgoyal78', 'adshen', 'thomasb02', 'mahmnv', 'lgusm', 'lpautet', 'jacobs3330', 'dsparing-db', 'shachar', 'uminaty', 'bluelike', 'Xinyi00', 'tpitla', 'Gradio-Blocks', 'LucasWeber', 'sigje', 'Kirk-Jungles', 'nickeberts', 'dennyzhou', 'KgaHeydeck', 'jrmorgan', 'pbishop', 'BjornH', 'cstephenson', 'pariard', 'chenchaoxNV', 'akameswararao', 'sean-lie', 'gunvorhu', 'ginnywood', 'angt', 'alexm-nm', 'pacheem', 'weizhuoz', 'asherszhang', 'versae', 'POLJM242', 'sohamn', 'jwieting', 'Min-Li', 'lukasztuz', 'ryrymynguy', 'pvcastro', 'olmo-friends', 'dfeng22', 'paulgc', 'xyzdbx', 'Patt', 'samson', 'bertytobing', 'npinckney', 'hawk31', 'Vianto', 'WanatIntel', 'doppeljay', 'hong-huy-nguyen', 'Jeremywang219', 'WIlliam1900', 'mbilkhu', 'wangc0427', 'shailesh837', 'horiz94', 'TianqiLiuAI', 'ivandolgov', 'mstaneja', 'kitsink', 'psanchez84', 'ngowdrag', 'vamsi-kamanuru', 'Aecie', 'tyboifly', 'MengjiaoMa', 'mariozusag', 'raman-18', 'H-Huang', 'vorobyov01', 'amir-kost-sf', 'aapli-marathi', 'ynankani', 'ggksi', 'ModelWorker', 'yweng', 'alinahafner', 'kaushal98b', 'ryanlif', 'caroz', 'renzogarcia97', 'ykrishnap', 'jackielwang', 'mvstrauss', 'lilysy', 'Ravoorir', 'bbonzell', 'shijie-wu', 'himel7', 'jinhangg', 'zzye', 'lucmos2', 'sux-intel', 'DeBERTa', 'shuwenf', 'Jdavalox', 'orenko', 'cshento', 'gk-chiranjeevi', 'RUPunct', 'rubidiumcaesium', 'lhoestq', 'PumeTu', 'mstyer', 'himanshumishra1', 'dev-strender', 'nvmog', 'mlapointe', 'QuentinT-databricks', 'andjoseph', 'vincent7123', 'keras-dreambooth', 'yinghanma', 'hexmage', 'QuanticoAI', 'teoland', 'azehe', 'echm', 'Evelinfong', 'gabrielatkyutail', 'ajmedford', 'mikronai', 'knavyash', 'romeokienzler', 'Mibowo', 'snlg', 'anahmad', 'sacmehta', 'seymaerdem', 'liferoad', 'ucsd-reach', 'akinouta', 'YSeiichiro', 'sotthe', 'dsuarezvgo', 'yibby', 'danupam', 'arielgera', 'xiuyul', 'nrdurgam', 'yongqnv', 'mhl93', 'ttbui', 'awojustin', 'JianyuanWang', 'KaSemin', 'dimasquest', 'kharalds', 'indiiigo', 'Ursulazhou', 'Jin-xu', 'yunzemanatnv', 'dmakiyama-work', 'dopikllm', 'babylm-anon', 'lewaldm', 'chengliangmeta', 'GermanT5', 'wilson-nomic', 'vijsingh', 'mikhail-chebakov', 'vsekar', 'Steffen1978', 'inseq', 'a43992899', 'Abdulrahman1-1', 'Basilli', 'reading-group', 'Oktayyy', 'ashenoi', 'Kgurnaney22', 'nmjohnson66', 'deepseed42', 'coreyadolphus', 'limorm', 'gabrielapinto', 'tanmayv25', 'filipgra', 'kding1', 'jagoldz', 'rakeshattaluri', 'keyingfan', 'deba-rc', 'taylorhamilton', 'vturrisi03', 'SamuelRock', 'florian-hirt', 'vivianzhu', 'wxqbdad', 'jeffdaily', 'Zxinyux', 'chrislucmeta', 'Tuan0Ge', 'Bangla-News-Article', 'purpleslz', 'agarayc', 'shopperton', 'karol-kaczmarek-snowflake', 'ziyeryyy', 'shrinidhiks22', 'ironiczyc', 'rschellack', 'rioyokota', 'MANOJBD', 'st24hour', 'chengxiaojie', 'allisonlim', 'sdenton', 'neuralink', 'amnonlevi', 'fjxmlzn', 'junkeun-yi-nexusflow', 'wngTn', 'kr678', 'piotrorlowskintel', 'byin001', 'albarji', 'llien', 'JIANFEI0206', 'jianan-gu', 'hengyu-luo', 'beaton', 'd-alessandrini', 'xrflive', 'prithvikannan', 'shurickdaryin', 'T-Nishida', 'openlegaldata', 'ravenhuang', 'TusharAggarwalMSR', 'glos-nv', 'fluisier', 'henryclever', 'sicily123', 'daniferlop', 'beauhartshorne', 'zlzy', 'hafsteinn', 'maartensap', 'wujing0928', 'ntzhouxc', 'jcdp', 'data-factory', 'harishverma45', 'PratyushaR', 'han-cai', 'CharttSF', '0x22almostEvil', 'nozaw', 'zmoshe', 'kevinheffernan', 'qsvga2', 'seemandharjain', 'zhangkaial', 'mecoaoge2', 'burakaytan', 'sfc-hf-dkleczek', 'acrastt', 'hmasdev', 'isydmr', 'MuhanGao', 'chikunw', 'Carduner11', 'andyyeh75', 'wilson1yan', 'william518', 'hgalbraith', 'mglickman', 'ramya-k-rangarajan', 'jstjohnnv', 'anacNV', 'esusantolim', 'oleksr200', 'ljaume', 'rbavishi95', 'PierreColombo', 'sgloginic', 'kdana', 'dschweppe', 'chualynn', 'michaelroyzen', 'vishnun', 'ggruiz-amd', 'FahriBilici', 'mmandel-google', 'joaorosa', 'boat1603', 'mohit-sarvam', 'utkuarik', 'kangxuey', 'hgracio', 'DrDanEng', 'SiSiddhanthRaja', 'howardho', 'christopher', 'supersat', 'Myungjong', 'anmad', 'hazempgm', 'sshleifer', 'justinc00', 'shoqq', 'CharlesCZM', 'byronbischoff', 'zhangdakun', 'danieljonsson', 'sgrdng', 'jhihhong', 'qianlizhu', 'switiz87', 'webmastermty', 'lversweyveld', 'Rubik135', 'MansMeg', 'manueldeprada', 'eddyyeo', 'emma-yamada-databricks', 'afergan', 'sai-amd', 'pgarcia-ms', 'amundson', 'dinafaraj', 'K2triinK', 'tasksource', 'nfttakerun', 'Juan-intel', 'manjunath-rakuten', 'yinhongliu', 'Deepthought42424', 'vijay4454', 'robertgshaw2', 'jerryluo411', 'ryanewood', 'SirWyver', 'ploshkin', 'Countbasil', 'vishakh15nair', 'drazvan', 'sewon', 'Locutusque', 'nqnam02', 'adnanfida', 'g4rg', 'fawadsnow', 'tuyenld', 'acforvs', 'avaamini', 'anuraggupta', 'Simingh', 'wimmerth', 'amezasor', 'aronrica', 'hellomlp', 'hellocrzy', 'donghyunkim715', 'lz21', 'Njoselson', 'libindavis', 'Xiao-Hu', 'max-lue', 'MSchwersensky', 'amanmadaan', 'tkxtkx', 'grooney-google', 'skrishnamurthy', 'Shahzia', 'bullery', 'siriuz42', 'featherless-ai', 'theyorubayesian', 'jackzhang', 'lmelvix', 'ge56sim', 'ekuznets', 'eyalis50', 'Barry-John', 'Asaf-Yehudai', 'SKostandian', 'varunjampani', 'debanjanmondal702', 'nithinraok', 'ayush1999', 'pierrealex', 'ggfortnox', 'bebechien', 'brkrabac', 'zl1nn', 'ruksiyer', 'raykallen', 'Dannnnnn', 'projectpgpt', 'nperez', 'sarahalamdari', 'ryan-chen2byte', 'naosawada', 'deckardy', 'alealferez', 'ChenZero', 'ydshieh', 'Stina', 'sec-jam', 'khristian1015', 'MINGYISU', 'jalenren', 'LiyuanLucasLiu', 'riverliu', 'wildphoton', 'kuzmamama', 'amaltr', '17t71', 'sestephens-nv', 'annieyhsu', 'rchayka', 'kaix90', 'niebles', 'jcleaf', 'wetdog', 'yupesh71', 'lujangushf', 'Shreyasgandhi', 'proksch', 'zachzzc', 'julienmancuso', 'rajprinc', 'Graphcore', 'nlee-208', 'akashchaudhary', 'muybi3n', 'JaxetRasaid', 'BSlininger', 'Biniyam9', 'fjankovi', 'arcee-train', 'vblagoje', 'pinnemi', 'luli1811', 'gtheodrakis', 'ruisis', 'pkrshnandb', 'rishic3', 'ycopeland', 'WanX-Video-1', 'maxhock', 'DDUF', 'sytelus', 'nealeratzlaff', 'devaltrivedi2012', 'jpstacio', 'JoeyHeisenberg', 'wolosonovich', 'XapaJIaMnu-at-Meta', 'Nonthakit', 'ispobock', 'OpenSourceElysium', 'ta012', 'LatinAI', 'annargrs', 'ameyasunilm', 'yangd05', 'frahlg-lnu', 'sebpaquet', 'Jojimon', 'RuijieZhong', 'liuyi12', 'ZIming1996', 'a31413510', 'jianyu1994', 'cyk1337', 'zizhpan', 'svp19', 'wilhelm-kadow', 'StanUpstage', 'manzar', 'distil-whisper', 'pauldx', 'toninio19', 'PotatoOff', 'hanletong', 'qgallouedec', 'ekelsen', 'sarveshmahajan', 'konotakehiro', 'RakutenChina', 'paroolmody', 'siyuanc', 'nvjdebache', 'ubrasser', 'lmodersohn', 'gokamoda', 'pranaydighe', 'kmsomayaji', 'dmatekenya', 'Rotmans', 'shubhammehrotra', 'arham19', 'ctakamiya', 'slone', 'rejuvyesh', 'hannahbernstein', 'PDApigee', 'mys48ryo', 'VodLM', 'balagr25', 'sophiazalewski1', 'hongx-tt', 'Eytan', 'zboubakri', 'dtfarr', 'TPelc', 'robertkoehlmoos', 'achapaev', 'nolbo', 'raanan-rohekar', 'bokju-lee1', 'Ximing', 'Vintsher', 'g-user-ma', 'rylany', 'mkv-muthu', 'ynoumi', 'lengyue233', 'Ccoker', 'yongsh88', 'ShopIntel', 'NyxKrage', 'enzostvs', 'i-zaitsev', 'nilayjain', 'rogerl19', 'sushmave', 'belletlj', 'jlli', 'theresawillem', 'dreamhope', 'yascho', 'sakurapeng', 'HXLee', 'Shripaddixit', 'LauraRiviere', 'laurafink', 'vlandrei', 'takejcke', 'almajo', 'pohsengl', 'wwxwwx', 'PeterUdvardi', 'himorii', 'shralex', 'aivxx', 'Junnan-salesforce', 'michaelryoo', 'hosimesi', 'natjud', 'wszhao87', 'goyalsahil', 'brianchu', 'nsallembien', 'rstroop', 'drodaba', 'jaokeeffe-db', 'drscotthawley', 'genadyb', 'Distillation-Hugs', 'SEBIS', 'kyungjunlee', 'ronakkgoogle', 'michalk8', 'vaidehipatil', 'LloydAI', 'saridormi', 'Joyce112', 'shimakihiro', 'jquast', 'muhammadsaeed1', 'vatsalb', 'jetPlanesz', 'ashahba', 'Stanislas', 'sohaibraza', 'yinwendong', 'akshayakayy', 'chenalmagor', 'ryan524288', 'Haannn', 'YiZhang1228', 'rohand', 'AdapterOcean', 'wchai', 'liamcripwell', 'kannappan', 'Rainstorm', 'wentingzhao-allenai', 'Stevencn', 'sergio42', 'ZenMoore', 'SSR1900', 'mmedikon', 'chrisociepa', 'tingqian', 'yongchao', 'bertin-project', 'sovan-biswas', 'ms77', 'BEE-spoke-data', 'scube0211', 'Byanka', 'yangcheng24', 'ngocminhta', 'gabrielpalacios', 'SanathNarayan', 'Yingda', 'JayGouldNV', 'nlivathinos', 'gabegoodhart', 'RuchitRawal', 'kawagoshi-llm-team', 'mabrowning', 'adifa', 'abambah1', 'saelha01', 'VidhiA29', 'xueyanz', 'acanchichi', 'GeunwooJun', 'mikaelhuss', 'Alan-lee7', 'Morioh', 'mghazvininejad', 'frank-wei', 'houseroad', 'nvzhouhk', 'tonylim', 'SFKs', 'canqin001', 'j-chim', 'guilleasecas', 'leedabee', 'ykhrustalev-liquidai', 'agovindj', 'wlindmeier', 'adamkalai', 'hislopl', 'xffchelsea', 'jrdetorre-google', 'halesirin', 'CYFRAGOVPL', 'mr-e', 'belovrv', 'Coloring', 'russelltan', 'pdewilde-g', 'HarutoK', 'rouapp', 'Man6nR', 'alceballosa', 'gmoreira-nv', 'libeanim', 'jmamou', 'ccl-core', 'j-maffe', 'jujeongho', 'sungrae-park', 'vumichien', 'MonteCarlo', 'eigenman', 'AMD-melliott', 'iwest1', 'amitabharoradb', 'knektyag', 'zwangSalesforce', 'EdwardXu', 'agrani-swarnkar', 'gzella', 'abyss0706', 'bradypus', 'revliter', 'shamidreza', 'Orson', 'xlxxl', 'arushivashisht12', 'gaoxiaowan', 'ShakedM', 'srab', 'rohitkg', 'lopezjm96', 'annnli', 'chocojin', 'grzegorzchlebus', 'seungone', 'lyy011lyy', 'Clairexu', 'a9ua12d', 'mweimann', 'echodroff', 'roik-nvidia', 'snova-ryany', 'EddyGiusepe', 'jchaubey', 'dkawahara', 'TomerKeren', 'yshi34-apple', 'h094071', 'xiaomanl', 'jiuhai', 'kuwan2e', 'dabozzz', 'tungld', 'fasni', 'mbonicillo', 'weblab-geniac-spaces', 'markpreemo', 'DANCING-DONUT', 'alexandre-lopes', 'baohuynhbk14', 'liam01ai', 'nsanthanakrishnan', 'huggingfaceworkaccountapple', 'ankner', 'mdery', 'felixm', 'mgustineli-intel', 'ppatel34', 'clojure', 'qandrew', 'ca-kentakozuka', 'arthurbittencourt', 'racerx2oo3', 'cmagui', 'raminmh', 'jullin', 'caxyballer', 'yetian12', 'antsandb', 'abhaypuri98', 'ju-resplande', 'sablo', 'qianhf', 'swolchok', 'geneZhong', 'calvin80', 'yuta0x89', 'jtangk', 'rstocker', 'chaiken', 'msirotenko-g', 'harshilsofeshah', 'klincriarr', 'ashiqimran', 'majorinai', 'xnncquant', 'staryd', 'jkkenned', 'maryamnadeem', 'lucidrains', 'daichira', 'adriendenat', 'HanMy', 'jimfan-nv', '9m23lkv', 'nlpxucan', 'sanmaopep', 'yuta0306', 'lwanming', 'waiyiaisg', 'vermouthdky', 'hdpham', 'polong-google', 'yixiaonv', 'aayush0710', 'ankuraggarwalcb', 'gospacedev', 'mdemoret', 'nv-njb', 'moksiuc', 'olmer', 'rtaneja', 'Butylsulfone', 'kdipankardb', '1024Matt1024', 'wqshao126', 'ananyamalik09', 'dmendez', 'aerben', 'piri-p', 'Threatthriver', 'jmacp', 'ofir-eldar', 'arpitaagrawal', 'jettibharat', 'jsakshi1997', 'Hazzzardous', 'Diana960', 'KitaraShredder', 'eagirre', 'michellenicole', 'zavoraad', 'ChristopherSu77', 'nvdpc', 'jkammerlg', 'PratikR', 'sitanshunanavati', 'emmanueldave', 'jasond-ai2', 'suhitp', 'jiaqiz', 'shalinidemello', 'ariel0122', 'Ruadapt', 'wangqihanginthesky', 'alicechang', 'sandesk4', 'chenkq', 'aishaF', 'dheerajreddy92', 'chenyi820', 'HFGf', 'dacarrillo', 'jonghyunkim', 'Zeyue7', 'MyLinh', 'tgarg01', 'CoNiAI', 'TekFell', 'emendzyl', 'mostafaar', 'kaiyuyue', 'hkurita', 'grexit', 'chipro', 'Mkumashikar', 'cyberjiujiteira', 'carlosrosales', 'bamcclus-goog', 'guhanwen61', 'bdelorme', 'pliang', 'impiga', 'xinpeng-intel', 'AbhinavUtkarsh', 'amandacamwindsor', 'Satobix', 'hardwick', 'shield-9', 'aripo99', 'knadadur', 'eduagarcia-temp', 'mortimerp9', 'achen9', 'zhoujin1024', 'TUM', 'chentz', 'bkauf', 'NVincent', 'bigeagle', 'hankun11', 'Khongjun', 'tirii', 'stylishcloudy', 'YEthYuan', 'sstamenk', 'lvanyang', 'xhluca', 'YX-Cerebras', 'ankitageorge', 'Sedealy', 'goehrunr', 'larosaliaa', 'guangyus', 'lhm128', 'wuuuuuuuk', 'AjmalAziz', 'unalign', 'Mateusz-Kuprowski', 'wilhelmagren', 'VijitSingh', 'pravindave', 'yunowo', 'aga-m', 'Tianhua', 'jameslee2023tw', 'UJJAWAL-TYAGI', 'erinkav', 'dasooni', 'ranliuapple', 'ZhengquanLuo1995', 'sdhillon', 'liujianhang', 'tzapetis', 'theGreatGuy', 'mzambrano', 'takakggl', 'yuguo68', 'thandekamakofane', 'jvml6', 'sanchit-bhattacharjee', 'vekapex', 'Raymond1979', 'alisalemi', 'yafshar', 'mayanksharan', 't-w', 'kraitans21', 'KarimGhon', 'mustozsarac', 'xwu99', 'shiyuankun', 'mxz297', 'iris2c', 'elissaye', 'erow-22', 'sphuang', 'makn87amd', 'mcarr', 'pdrews', 'znah', 'pierreguillou', 'shinestar11', 'sandeep-skb-apple', 'estellea', 'fitsumreda', 'MaksOpUnst', 'dpatnv', 'yichiaowu', 'cyungjenuw', 'YYanAI', 'spratt', 'aidan-ny', 'abhi-cerebras', 'dushyanthsc', 'fyvo', 'kashyap96', 'briandorsey', 'shifangxu2024', 'andre-martins', 'rator', 'tanyalosthermind', 'soumye', 'jamzhu', 'tli8hf', 'ExplorerFreda', 'MahtabBg', 'tfogal', 'mtakano', 'aurick', 'pradpalnis', 'sharimjamal', 'bigstorm', 'xiaoted', 'sapromak', 'yoniosinai21', 'lhcezx123', 'jiahongl', 'babakniya', 'robvanvolt', 'AdamConnors', 'gsettuvalli', 'codellama', 'malkannv', 'ganeshrn', 'abronsther', 'PetrosStav', 'yicwang', 'hatimbr', 'scojohnson', 'sdubs18', 'Divyanshu', 'minherz', 'dddsy', 'piyushraj', 'Kamalkumar', 'lucazug', 'nguyenvulebinh', 'JINIAC', 'Huiwenshi', 'Jsantossuero', 'waraml', 'wgchang', 'Sdeerk', 'JonasNeto', 'ashilpi', 'idrinkdeodorant', 'tmjiang', 'schwgHao', 'hejingzhou', 'jymcc', 'AlexanderAWeber', 'daria-soboleva', 'KenoHarada', 'yitzhaky', 'shaikatasif', 'Fddgfaegagdadag', 'ning2', 'ashmib', '01sheep', 'msg-irfan', 'wadepoju', 'confusio', 'joachim', 'rishavpramanik', 'juschneider', 'Linda637', 'kuyhgnas', 'juzhengz', 'olgaiv39', 'vimoreno72', 'fthoele', 'PoTaTo721', 'bigbio', 'mjmac', 'aasthaj', 'liangyuting', 'Elluran', 'acombs-ga', 'sergioliberman', 'jake-becker-sambanova', 'wcaruso', 'charman', 'jakobap', 'antoniomtz', 'Wenya1023', 'jwelsh-nv', 'noorlallmamode', 'Leodecio', 'xinchen9', 'nitinpawargoogle', 'saksornr', 'notmuch2', 'dennyglee', 'poeroz', 'aksentijevich', 'mekbote', 'oilya', 'jimmynguyen-nv', 'StephanieBehrens', 'muyo', 'mtfang', 'kirit-nv', 'gengxin-zhang', 'minseokl', 'xh20', 'tvergara', 'ashcashcash', 'lushawang', 'AdithyaSK', 'KingdomChi01', 'j-sun-byted', 'clefourrier', 'hehanyue', 'JS-G', 'MengxiDB', 'abduls-corp', 'ywkoh-intc', 'stoshniwal', 'CCHoward', 'shridhar743', 'deemod', 'austinxu87', 'dev-andres', 'JunyanYang', 'apurandare', 'PeterBoson', 'yuguang-li', '5ong', 'innnky', 'VandanaPrabhu', 'ash-mcc', 'CarissaS', 'weitianwen', 'NickyNicky', 'jqi', 'svissapr', 'ecao', 'rrenjia', 'system', 'unitommy', 'Crystal1820', 'ehhuang', 'khzeng7', 'HeyNDC', 'Ericaliu', 'perliczka', 'pskulkarni13', '38XN-O33T', 'Akaabachi', 'sf-robert', 'anuragshas', 'CooliusMaximusnv', 'AliyaAbl', 'SarfrazAhmad739', 'FaridHaroon007', 'shacharl', 'tmeek', 'shangdatalab-ucsd', 'dmoore247', 'onath', 'mryab', 'nuprl', 'nturakhia', 'atsushieee', 'lilgrigs', 'mtoan65', 'bystein', 'pineapple1gold', 'simral', 'PleIAs', 'aamend', 'alinaf', 'GirZ0n', 'Niansuh', 'Ziyue6', 'seanm-sfdc', 'sniu2025', 'rraavi', 'civicinnovation', 'impjdi', 'ftozetoramos', 'paetriq', 'hehaotian', 'hac541309', 'PeteHdb', 'taran2210', 'KreitnerL', 'learning-ai', 'Teemursu', 'weikeotan', 'nouhadziri', 'stephen1965', 'evanywang', 'Swati510', 'maurocominotti', 'vmaq', 'mihai', 'codeparrot', 'tj-bricks', 'joeyared02', 'SameerRajimwale', 'jw1015', 'pedrobenito', 'msdyc', 'asas-ai', 'hlingampally', 'yangsiboh', 'sjaviya', 'Anirbanbhk', 'Alexicazee', 'michelle-openai', 'jjmt', 'OpenGVBot', 'omitakahiro', 'samirseth', 'JeremyKeusters', 'bwang3579', 'tombg', 'nobuyuki-yahagi', 'gopalkrish', 'yktsou', 'darylkang', 'lilacai', 'x6uderek', 'jdberghammer', 'MK-TUM', 'eleventh83', 'jacobplatin', 'yatarkan', 'snchen1230', 'asukla-sf', 'rlwhuang', 'AhmedAwadallah', 'heaven3279', 'hazelye', 'msdemo', 'davidzzzzzzzzzz', 'pml-jf3-project-center', 'ola13', 'jpatterson', 'lwilkinson', 'Zoid23', 'gokul-mbzuai', 'kanhatakeyama', 'mgtm', 'michaelw', 'yuxiangl', 'NJahnavi', 'woody-cpp', 'yizhiliu', 'Giomv', 'LeMaterial', 'suayptalha', 'jerpay-meta', 'matthamlin', 'ryanchen7', 'mpangrazzi', 'jocelynh', 'fedorzh', 'xfgu', 'iromeroh', 'jquianzo', 'SimonByrne', 'lkaranam', 'adityanjo', 'ahtolbert15', 'teeheehs', 'yuvals8', 'JyotsnaKhemka', 'kz919', 'naitikgada', 'shengfang', 'yestinl', 'Hacker670531', 'funkyqing', 'Beihang', 'hugoselbie', 'projetocnjufg', 'Jiiiia', 'CaitlinYu', 'bdellabe', 'irishmed', 'AgentPublic', 'joelfreedman', '1muhs', 'kraalfar', 'jdyer', 'ColeLeng', 'yangw', 'itamarb', 'connorleech', 'DawnByte113', 'asafca', 'tdesrosi', 'cburns', 'eddstar05', 'Yandi89', 'guanqi', 'sonalikakade', 'chengjunyan1', 'tfunkhouser', 'jieshuh', 'napsternxg', 'Taka008', 'BlinkDL', 'riccorl', 'ChirayuA', 'arthursantos1', 'veggiebird', 'cassiepowell', 'bamnet', 'gkaori', 'ArchieX25', 'ragibhasan', 'laura-burdick-sil', 'jig2', 'pirroh', 'Omkar10', 'narispil', 'charliehNV', 'jpwahle', 'moulydewan', 'felixkreuk1', 'lukmanr', 'johnAlways', 'shumingh', 'lorinma', 'crm-benchmark-aise', 'greavr', 'samdelara', 'huypn16', 'WeiJunTan', 'apurba694', 'sunchoi', 'munzi', 'Tawkat', 'IEIT-Yuan', 'xiaoxuwu', 'chiefkarlin', 'SidSharma', 'asatpute', 'sibsi', 'varava', 'ko-vlm', 'ezvuloni', 'shihaos', 'ruqingx', 'WuChengyue', 'FromIsland', 'tleboucq', 'kpavlov9nst', 'Firebear', 'Iheb-Chaabane', 'jc109', 'helenabon', 'Karin12334', 'tc-nv', 'fguillier', 'slyalin', 'fahdek', 'yzhuuu', 'qun-intel', 'Amyloutfi', 'jumsay', 'XiaXin-Aloys', 'jkedzior', 'ZacLiu', 'euacc', 'undersan', 'AparnaaRamani', 'epaniot', 'muntasers', 'okoernig', 'Congliu', 'agorney', 'claforte', 'spyysalo', 'DipanshuYadav', 'rubenroy', 'rwllm', 'tyoyo', 'abazoge', 'siyun1996', 'kushaltirumala', 'rafafaz', 'SungminLee', 'ouakar0', 'xingerzhu', 'joaovquintas', 'wwc0912', 'madmazz', 'O-Tal', 'anujhf', 'szanella', 'kailinyang2014', 'usimha', 'moliang4', 'datorresb', 'pigritia', 'johangras', 'tusharchopra', 'yeyfreya', 'TonyIntel', 'tpawlows', 'maximilianm', 'clhfsalesforce', 'pemywei', 'sudandandansu1', 'yitseng-intel', 'PritamcodesAGI', 'barbossa', 'jingxuz', 'bmckinzie', 'stablepb', 'isabelaalb', 'vlnkane', 'Zhengyiluo', 'brb-nv', 'LiangXian57', 'opengvlab-admin', 'gsbezerra', 'joddy', 'RTT1', 'amd-sebrem', 'gokul685', 'efang2', 'aniketr', 'jakefromgoogle', 'larbikhalid', 'vandurme', 'abogdan', 'Nico4899', 'alexandertuoma', 'Suechun', 'jiefang27', 'liuxu777', 'inductor', 'B1GGDave', 'myahmad-avey', 'brindam', 'davidfindlay2', 'nvhshin', 'compvis-community', 'abhik1505040', 'josephk-intel', 'velmen', 'H-A-U-T', 'aneeshbose', 'ayyoob-cis', 'vjayapalan', 'michaelrglass', 'atishay-sarvam', 'mbzuaiciao', 'aaronsarnat', 'marin-community', 'JohannesLeveling', 'hanchchch', 'davanstrien', 'hm0m0i', 'oskarthaeter', 'mgrodzicki', 'yukikoo', 'lbhf', 'yedid', 'Tao2009', 'Ananthapsm', 'AATTIA83', 'JiaxuanLi25', 'risaac', 'Violette', 'yang-1234', 'canyon289', 'ahmedbrs', 'nv-zhengd', 'zhaojuanamy', 'eamcg', 'qnguyen3', 'PhyscalX', 'HooshvareLab', 'ttc-research', 'bmuhich', 'sllhf', 'Korea-MES', 'anuj0109', 'douwh', 'wintelligence', 'Adamtay', 'kannansk', 'sonechiman', 'gfreemannv', 'kolong', 'nareshguggilla', 'SinghShreya05', 'azura63', 'cerebras-nidhip', 'leitang2', 'brschaefer', 'dhruvd', 'bente-cw', 'yihsiuliao', 'craterink', 'ravisiv', 'jon4343234', 'seowwj', 'hegder', 'nouhaben99', 'HungShi', 'johankivi', 'starriver030515', 'timgasser-nv', 'nv-tobrien', 'eponti', 'boot-sandre', 'butlerelephant', 'Davipar', 'ZhihongShao', 'wojciehm', 'dansalib', 'Fuzzkatt', 'zohaib-hsn', 'danielhkang', 'xihan-oai-123', 'iamchaos', 'YaldaYsy', 'idoshalit', 'openchat', 'oesmirnov', 'JinNakamura', 'bharath5121', 'penporn', 'parthusun8', 'DerekDowney', 'dudmeta', 'lakshaytokas', 'lvega-nv', 'tahirjm', 'DataTonic', 'millinma', 'hfendpoints-images', 'mlynatom', 'vict21', 'zhouying', 'rassouel', 'jinhosuh', 'hampuswern', 'yangwang92', 'OTTO', 'uj', 'xwen-team', 'tiginamaria', 'stimberg', 'boshmaf', 'srmsoumya', 'Tae', 'alexnik', 'fmeier', 'tonycarnal', 'bluehqin', 'siddharthverma', 'emilyqiao', 'msinghpatel', 'MilyFang', 'AdriFTO', 'kpgireesh-db', 'sail-rvc', 'zivdaniel', 'russellxcheng', 'Teotlqmb', 'whyu', 'vikky2904', 'ariangoog', 'wannaphong', 'suminupstage', 'dongxq', 'kevinhu-snova', 'LakoMoor', 'toshi-456', 'drshrutigadgil', 'Admin-Nexusflow', 'Kulissiwa', 'jocelyjiang', 'Rqchely2', 'heyjustinai', 'Tyngo', 'ZeL1k7', 'VahanMartirosyanMBZUAI', 'ykim362', 'worldModelAI', 'mmmarcus', 'skplaste', 'adefazio', 'Gryphe', 'illgamhoduck', 'tanmay-singh', 'danielzyyyyy', 'dtap', 'Na111', 'nikkulkarni', 'meichun5573', 'chef-transformer', 'TucanoBR', 'shawn0wang', 'tanchoon', 'mg2026', 'vontimitta', 'Lalitanjali', 'yatish100285', 'yznny', 'spaceknight991', 'shivam12', 'clbennett', 'sktelecom', 'iamroot', 'madrugado', 'steevenlee', 'yaxp', 'KuangDW', 'the-Lin', 'jingyijin03', 'hfshivam', 'Mattia2700', 'chebanerus', 'matanor', 'NING101', 'samakubi', 'rbandre', 'Narifumi', 'KMasaki', 'selinlul', 'mavenlin', 'zerocool95', 'markusmuellerml6', 'draziert', 'dumitrescustefan', 'xdseunghyun', 'carljparker', 'hanan123', 'nshadrin', 'hungle-nvidia', 'gbonik-nvidia', 'Pmboutet', 'weitliao', 'shengzhe-goog', 'mbloomfield', 'kleag', 'danielsteinigen', 'carolgao', 'llthamma', 'Bryan-adept', 'lkatzen', 'zuiurs', 'jiyeonkim', 'Avani2807', 'Torec', 'team-language-detector', 'peaceAsh', 'andrei-oai', 'vuvantu', 'XueningSun', 'djcobble', 'abhishy6', 'abhinavdv', 'jianingwei', 'Jyhwind', 'eurollm-team', 'kingkdog81', 'Rajpreet2206', 'somosnlp', 'robbyjo', 'meg', 'ucb1400', 'k141303', 'crazydemo', 'ppadige', 'bbbbbbk', 'Vivekrslkr', 'miffycs', 'shunmuganathans', 'annapotriasaeva', 'shawn-im', 'Bin1987', 'stodoran', 'gkcng', 'evan-nexusflow', 'CompVis', 'vijay-balasubramaniam', 'tzjz89', 'yonigozlan', 'siawchen', 'sailm', 'nadahussein', 'JVQuintero07', 'shubhrapandit', 'davidlbick', 'sc-google', 'nikhilsarda-at-google', 'akiko-imazeki', 'siimon-apple', 'tanyagupta4', 'laylayang', 'utyuuyang', 'linghjorten', 'banghua', 'tomvoelker', 'leviboyles', 'jessi-z', 'sonta7', 'jacob314', 'arteagac', 'myyycroft', 'Fbordes', 'sriting', 'magicyoung8', 'Urmish', 'tzachif', 'UtopiaSto', 'VictorSanh', 'hugjyu', 'FShaikhMBZ', 'Iwai', 'haossr', 'altanuw', 'dhndhn', 'tkarras', 'mattjordan', 'fireheat', 'Yezipiaomu', 'tpangx', 'fartashf', 'MinfengHong', 'carminho', 'Lugha-Llama', 'cschill2020', 'donmccasland', 'gonnet', 'songkq', 'srlasher', 'riship-nv', 'BiubiuDadada', 'kmacmillan', 'aakashbansal', 'TiMoMuc', 'liviutzu', 'DrShams', 'Matt00n-g', 'baber', 'mikaelaangel', 'vrantala', 'kevin-fw', 'crisML', 'razhan', 'dotw', 'GabiRM43', 'Jonggyu-upstage', 'bobbindog', 'jasper-xian', 'kibundesverband', 'openaccess-ai-collective', 'weidegoogle', 'uunal', 'jianglai', 'JustinLin610', 'SNLAW', 'mlkorra', 'fangfang5623', 'gurunath93', 'xinguohe', 'jmaru', 'spongy', 'llava-hf', 'njb-ms', 'leigao84', 'timcheck', 'jckhang', 'antoiiine', 'ervinwilneder', 'alrope', 'ChintanGhate', 'ZAHNGYUXUAN', 'ybenchetrit', 'bdeclercq', 'StarEgo', 'usmody', 'arvinf', 'vigneshsrinivasan9', 'hjobe', 'bobren', 'sleepmonkey', 'mat1221', 'anasanchezdb', 'zjun3021', 'IsmaelMousa', 'baharefatemi', 'xinxinw', 'shoetsu-sato-elyza', 'gueraf', 'Borise', 'Sphere-Fall2022', 'yekai-g', 'violetd', 'prometheus63Err', 'jcatalu', 'kwankoravich', 'aractingi', 'skun', 'ntaagarwal', 'karvis9', 'mini97', 'alfredding2000', 'cwilmott-groq', 'fpitolre', 'Lumoslulula', 'rishabh-saraf', 'CrystalSusie', 'kazoe', 'Learnous', 'Ishitac26', 'lananovikova10', 'pdugar', 'traveller234', 'sBarook', 'thigobr', 'KenJones-DB', 'jasperxu-google', 'rogliu', 'masha-iureva', 'adam-nadeem7', 'dewei-wang', 'vienfu19880810', 'hqfang', 'Easyone', 'masquerade7', 'hancheol', 'avalliappan', 'illuin-explo', 'yukm722', 'Perfe', 'svakhreev', 'derekl35', 'saeedmafar', 'ecekrs', 'anachlas', 'ThandiT', 'bhavukj', 'csjiaya', 'sfc-gh-gnuti', 'glebmarin', 'alanakbik', 'zhangjiewu', 'rileyrob97', 'pray', 'justinj92', 'imtusharganta', 'LiquidAmmonia', 'mhpanah', 'imygnam', 'beirami', 'hjjkKL', 'co42', 'guangyey', 'rluukkon', 'kartynnik', 'tomb-h2o', 'cwoodford', 'raylirui', 'JimiSweden', 'xiangx1', 'onatkaya', 'drugilsberg', 'bwlsn', 'sganesar', 'varun-nagaraja', 'AntonSpilnyy', 'CharlotteRange', 'Asklv', 'nvzeroz', 'NeelNanda2', 'aryeh-tiktinsky', 'jayebaku', 'jxd0712', 'temi0101', 'FremyCompany', 'RomanPawlikowski', 'feifeiwu', 'jackoh', 'ekinsum', 'michejafang', 'yizhezhu', 'liudayuan', 'lbacco', 'Rodcjoao', 'mmu2020', 'lehduong', 'aman2930', 'ozlemengez', 'pthammaneni', 'nvjatin', 'orepin', 'KubKub', 'amorari', 'jmprcp', 'oarutiunian', 'mhpour', 'glample', 'jinlibytedance', 'Bruh253031', 'mrMEtr', 'archiki', 'nagarw3', 'techoe', 'Akerblad', 'alpindale', 'bmurphyj', 'NousResearch', 'georgea-nvidia', 'JakobBlaa', 'marduengo', 'ihsankahveci', 'Goudan088', 'KyleJin', 'Hunhee', 'vvarshney', 'amadeusz-unstructured', 'dagerkd', 'Suzana', 'LeverageX', 'mnissim', 'AnkSan', 'wangshuohuan', 'thagomizer-at-work', 'pranjalawasthi', 'chenghenry', 'BatsResearch', 'ikuyamada', 'ndrey', 'yyyeh', 'szynb', 'ahurst-openai', 'SoumiB', 'UpaiLabs', 'DanielHesslow', 'zhangirazerbayev', 'mateiz', 'koji-kawamura-db', 'ndevir', 'eshikasaxena', 'zzzzzpppt', 'pkourdis', 'headgeek-42dot', 'greysunshine', 'omrimanor', 'galuppi', 'zihengh1', 'RubioHuangBD', 'ashafi', 'AliBugra', 'gandalfhz', 'artetxem', 'BartoszStefaniak', 'haijunlv', 'kylel', 'pratyush-sarvam', 'nas1169', 'daisuk30ba', 'mskarthik', 'anaik91', 'kbehnam', 'zpyao', 'saal', 'onralcm', 'nvaszabo', 'philipptuml', 'jhamburger-apple', 'marvinte', 'iceko', 'Zhuohan', 'huonglaithithu', 'meatybobby', 'smoorjani-db', 'xyf1999', 'alicherry-g', 'ruethgoogle', 'swissai-hf-data', 'Gogzzie', 'yifan-at-hf', 'garyg-ai', 'sauravkb', 'zmjwal', 'yukiozz', 'lmthang', 'YasuhiroHigashimura', 'kellyg11', 'Vani1', 'anilsiri', 'kmd2525', 'gxyes', 'ohallstrom', 'hfrn', 'Meforgers', 'armandcuevas', 'shngt', 'anguan', 'damdam1414', 'chiachihchen', 'Teodlh', 'AsiaKuks', 'aquint-g', 'nvdgarzon', 'SimonWiesner', 'SuryaKrishna02', 'sricciardi', 'tbolzhelarsk', 'beatrizreisgb', 'daichu', 'junwei2024', 'inisis-me', 'msripalle', 'xamwise', 'millerer', 'Seergio', 'tmhoangt', 'schrilax', 'MakiseKur1su', 'ehartford', 'xiaoyong1230', 'fan777777', 'ZheeRIKO', 'ivandev', 'lauluCas', 'Arham306', 'Nisharathod231', 'jacobjM', 'AIffl', 'cinjonr', 'AstraNovaVesper', 'aegolden', 'int0thewind', 'gonzamvita', 'jharb-openai', 'mohammadimathstar', 'zhibin-msft', 'ammarali32', 'atirutbor1', 'tarikkaankoc7', 'jondurbin', 'Losin94', 'sbourne', 'jjbuschhoff', 'amritoo', 'jasperml6', 'klessing', 'JamesShenNV', 'shanghaijiang', 'mhomaid', 'dabs-iic', 'mingyuliutw', 'techarb', 'shayekh', 'lwynn', 'ahazare', 'itaye', 'evijit', 'MengniWang', 'sxia9', 'acopenv', 'miaomiao64', 'neilarchibald', 'jason-gk', 'ryin', 'alentschener', 'drch604', 'theSArveshhh', 'JMC11', 'sapientinc', 'mzim', 'ShikeRyoko', 'tstomar', 'Ranjith11ew', 'goxul', 'lenh', 'mnmnmnmn', 'ulokendra', 'tirbulance', 'pali23', 'Raghavan', 'klru', 'RowitZou', 'hasantrq', 'devopsunstructured', 'kmura', 'woodchen7', 'mortzur', 'anngu', 'baunef', 'vntc', 'TuyenPham', 'Bjornrun', 'Mariusz161', 'hpcaitech', 'Afterparty-hf', 'GoncaloVinagre', 'mind168', 'sakka1991', 'scarysnake', 'dieuwkehupkes', 'RelaxingSnorlax', 'ttrigui', 'ddkalamk', 'yuxianq', 'Subanovf', 'mattdgoogle', 'roganti', 'ai-hg-face-453', 'shepnerd', 'Erik1437', 'lilaczheng', 'aquinteroc', 'hjc-puro', 'zihanliu', 'lora-library', 'Synamic', 'AiCollective', 'NewT5SharedHeadsSharedKeyValues', 'dblanaruNVDA', 'sahalshajim', 'michael1949', 'samy550', 'sai05', 'ivulic', 'AgzamIA', 'sebastienbaur', 'annasong', 'vchiley', 'baharehw', 'xingyu-alfred-liu', 'ronaldalbrt', 'hpnair', 'haokai666', 'mignonsys', 'moalshak', 'adama-cerebras', 'kellydu', 'mmikulski', 'Laurin-myreha', 'InnerSpaceMan', 'canerhalil', 'sjf2025', 'awalker4', 'taylormitchellG', 'esaiasbelfrage', 'tai2an', 'daoyewang', 'OpenSciLM', 'zavidnyi', 'FreedomIntelligence', 'xiaopoc', 'stillerman', 'nph3', 'CDIALing', 'ferdydh', 'LoayShaqir', 'tonymwt', 'charuchaubal', 'tnaumann-test', 'QingBigTwo', 'alkemp47', 'xdeng77', 'Mr-RoyRoy', 'spacemanidol', 'skarunaratne-nv', 'ytakafuj', 'genaibook', 'kv-justdoit', 'tstalhandske', 'Fridge-Door-Ajar', 'eitanpushett', 'CheeryLJH', 'elvinongbl', 'chaomingf', 'v2ray', 'eric956', 'Bitterdhg', 'AlbertoFH98', 'danlou', 'dhruvdnvi', 'minghaowu', 'alanst', 'zangwei', 'Nitral-AI', 'eeskimez', 'YukiyaFukuda', 'schooner', 'Harveylyu', 'vgajinov', 'Gokulrenga', 'richardpack', 'zitengsoon', 'DaveHines57', 'lucianodelcorro', 'chrismarra', 'changhyeonkim', 'mclerix', 'smohammadi', 'ctwilkie', 'yywork', 'Joel-Lin', 'guo987', 'MrLight', 'btnh', 'nushkmt', 'Emelly33', 'joelrobin18', 'Zhiqiang007', 'ExtraCredits', 'rfehrmann', 'mackenchan', 'tbydlon-sf', 'pgharpure', 'chiyuzhang', 'shanes-cerebras', 'amarkos', 'plliao', 'iofu728', 'SwaraliD', 'ybybyby', 'llava-internal', 'mSancle', 'dabagyan', 'abhimazu', 'cparisien', 'amiller24', 'srikaratfireworks', 'artjen-db', 'SketchyAI', 'haingu2', 'xionghuixin-25', 'jianqing666', 'seungillee', 'kzawora-intel', 'LeanPra', 'pweidel', 'akzcheung', 'flair', 'tiezhen', 'av4', 'QuanSun', 'safooray', 'OpenMed', 'spaces-explorers', 'atishaysarva', 'sh0416', 'xiangqi129', 'Mozhgank', 'Linus1337', 'ttsyliu', 'anggiatm', 'mattjcly', 'juncliu', 'KlaudiaTH', 'deltorobarba', 'dorienxia', 'huggingfacegoogler', 'Joffmann', 'JacopoBandoni', 'esiol', 'SynthiaLab', 'marekabx', 'eavidan', 'hvgazula', 'gmehta', 'jingqun', 'lukaszmazur', 'yamamoritoru', 'RotemAtGoogle', 'Hongaj', 'jayan-intc', 'shiyue-loop', 'maktukmak', 'tatata', 'somayeJT', 'ffent', 'sketchbooklhm0107', 'michael-berk', 'yannipen', 'HirenNvidia', 'rzambre', 'hzchen-goog', 'draganjovanovich', 'Aurora-cx', 'dhham', 'PolinaBinder', 'LoayNasser', 'FahimIslam', 'whiteRavener', 'shawwn', 'divchenko', 'mbw-intel', 'jocelyntsr', '0xzhesun', 'bhavanad', 'GEM', 'Meshary10', 'mlcu', 'aendk', 'rgowman', 'anujsinha', 'roshammar', 'truesee', 'Leon1992', 'samngg', 'crazycth', 'newcrystal', 'antoinelouis', 'LLMs', 'Dimitre', 'nicolaschapados', 'RaniaBenman', 'Manli', 'kevincxie', 'ServiceNow-AI', 'shaqian629', 'mburkardsmaier', 'xscxBytedance', 'fdelucaf', 'nv-rmarshall', 'Foobarco', 'nickveenstra', 'kshatz', 'feihao', 'saberG', 'ihessahAlharbi', 'mraghupatruni', 'divyar5', 'henrikruneskog', 'ibanesh', 'alvarobartt', 'thuwyq', 'Proguranto', 'wonjoolee', 'anpipi', 'alexkkir', 'hirokonno', 'pragaash', 'hamurfet', 'vasudevgupta', 'almanach', 'xxx1', 'RomlinGroup', 'Jenalea', 'rickardfa', 'GoogleMicroserf', 'almadhoob', 'qubvel-hf', 'sergiopperez', 'buchiryo', 'otropp', 'zulissimeta', 'parth29', 'apierro-hf', 'samirasl', 'shatu', 'jkjohnkim', 'PC4883', 'manav-sarvam', 'joelniklaus', 'mbdf', 'chris-rannou', 'wuxianchao', 'jodh-intel', 'ruliadai', 'saimortha', 'olupton', 'rajeshthallam', 'Falko', 'ized', 'BellaBei', 'soarescmsa', 'TedSiwei', 'VijayHP', 'nkasdali', 'rob-landlord', 'hzhen-nv', 'vszalvay', 'oliverwang2', 'hokuyama', 'reach-vb', 'ninaxu-nvidia', 'phogil', 'Praths', 'pchyin', 'bvandermoon-google', 'nvidia-oliver-holworthy', 'sshaiham', 'jralfonsog', 'hanw', 'joohwankim', 'M4-ai', 'nlpai-lab', 'bmcconnell', 'muhammadfhadli', 'TheRealFredrikG', 'rmeghwalNV', 'tae898', 'fwetdb', 'qaisbadsha', 'chrisahsiong', 'yeyu-nvidia', 'jxji', 'twollschlaeger', 'pmannan', 'gradjitta', 'yahave', 'ysheh', 'lostella', 'yisu1', 'samwu-nv', 'Abhishek-sarvam', 'yuwenhu', 'sseung0703', 'xxzcc', 'aniket-meta', 'j6mes', 'dongdong2021', 'rbawden', 'HuyTq', 'pnwting', 'xinyu-nvidia', 'cooperic', 'mailach', 'Tochka-fintech', 'eemmeme', 'TheMegusAlexandrus', 'rongduan-zhu', 'ckm26', 'yuquand0000', 'chiayewken', 'mmirgttam', 'stclair', 'HarveyKong', 'tomer-nv', 'KoniHD', 'mriddick', 'kareemelsafty', 'Ningxinz', 'emla2805', 'enesAltin', 'mistryr', 'neuropark', 'RedHatAI', 'Namrata', 'igorkiselev', 'aaronn-xilinx', 'voxaiorg', 'Djame', 'peterqiu0516', 'heruberuto', 'gidronaama', 'v2shyam', 'adaptophile', 'duanjinhong', 'kundushamik', 'abhilashdbr', 'gotomypc', 'jhajducz', 'rhalfon', 'gkoay1', 'yuxiang630', 'Fischa1995', 'heafield', 'carmenng', 'stdeng', 'l-bat', 'Huhharum', 'kaslin', 'aedenj', 'SiberiaSoft', 'evanking', 'SkyworkAI', 'havetisy', 'vbruchko', 'EnmingYuan', 'sarahcogan', 'leoye', 'Stanford', 'DDEle', 'iolis16', 'z0r0z', 'KhookieThief', 'laslie', 'HPRIntel', 'xianzhi-du', 'raghavlight', 'Lykon', 'Raay', 'lvkaokao', 'dafrimi', 'xlei77', 'Rubio41', 'nzhang-sn', 'vgoyal5503', 'smsnobin77', 'transformers-community', 'AI4Jimmy', 'icedevice', 'romyts', 'afiaka87', 'R2024US', 'bpucla', 'zICRONIx', 'howardcyang', 'sturjenn', 'georeactor', 'azaccor', 'kbuyens', 'baiyanlali-zhao', 'nuwan-db', 'flyerxu', 'anas-zahidi', 'sakshibhutani', 'yuis0510', 'VVazhesov', 'clip-italian', 'Sridhar1245', 'evaluate-metric', 'Criztov', 'frabon', 'jgladwyn', 'result-muse256-muse512-wuerst-sdv15', 'aastha19', 'bwlarsen', 'wheynelau', 'Fizzarolli', 'Superdrew', 'fatihozturk', 'TheoCoombes', 'wanderkid', 'gonzalez-agirre', 'dcaavoid', 'jaydeyoung-ai2', 'wangyi111', 'EmilyWitko', 'neshdev', 'johnseymour', 'LiangliangMa', 'CALAMITA-AILC', 'bdeboursetty', 'nvibd', 'hyunjunju', 'tryumanshow', 'Avani123ran', 'napulath', 'itrmv', 'philip-anastassiou', 'ronleon', 'Leooooooon', 'jrvc', 'SaiedAlshahrani', 'lm2limin', 'sabreshao', 'jw2yang', 'Kshitij36', 'mollys-nv', 'nbarotnvidia', 'hello-jh', 'zeqiuwu1', 'Mihaiii', 'omeng-nvidia', 'Tyler-Z', 'chualan', 'llamatothemoon', 'kahmedsfdc', 'vtatkar', 'linguistic-variations', 'gabrielfmoraesgoogle', 'Johann-S', 'attafosu', 'gokaygokay', 'nilkumar', 'anna-sarvam', 'stella505', 'ddhlee', 'maximesimon', 'taocgoogle', 'mitmul', 'croemelsberger', 'Divya003', 'romainjouin', 'peterzby', 'gmdiana-db', 'jlanclume', 'royallab', 'koalalesque', 'NtDNlp', 'amuellerml', 'Salux', 'JunhaoChen', 'harmerj', 'agadde', 'jiayisuse', 'jingyux-nv', 'TangoTian', 'adhanaku', 'CharlesCXK', 'chaileon', 'batikanor', 'haz060', 'YananBao', 'Katsumata420', 'skyscript', 'shubhadeepd', 'AkashahS', 'maxip', 'ARhodesIntel', 'Lyds', 'nebuladream', 'ycx0108', 'mphilipp622', 'tonyhoo', 'diya-sarvam', 'hyangah', 'yinli1997', 'RR487', 'evgri243', 'sc102299', 'dopikai', 'miloradg', 'xingjia', 'Kheops', 'pedrodeniz4', 'rishab-partha', 'CodeZzz', 'swarnabha18', 'Ruijing', 'tnoah', 'PicardParis', 'ibrv', 'csinva', 'PingAndPasquale', 'caoyuhan', 'galrotemm', 'renillhuang', 'king7saksham', 'trmina', 'overaneout', 'anand-sarvam', 'maven99', 'balaji7', 'ferdiko', 'jojennin', 'seungyeopup', 'GarbagePailMan', 'DongAn666', 'yeesteven', 'TUMxudashuai', 'anushadudi', 'edhirst', 'Yizhou-Z', 'NimVideo', 'cw385', 'mteb', 'suzanab', 'kaichan37', 'jessab', 'aisnsk', 'pdimit78', 'smiale', 'gdupont', 'haomeng-db', 'blisc', 'chang1110', 'esoria3', 'kishanm41', 'albertvillanova', 'natavit-google', 'JasonNV', 'maudnals', 'patrick-guo', 'sadikkapadia2', 'sgraf-google', 'snowwolflxf', 'maxk157', 'smallblue123', 'chrisraygill', 'knight-lee', 'MichalZyl', 'bolson', 'nvalluri', 'luffyzct', 'alcastano', 'ameyabhamare', 'chrisdonahue-goog', 'Regan', 'cdulhanty', 'snowbp', 'sathvikintel123', 'fdubut', 'leone17', 'transformersbook', 'MLM', 'hyakushiji', 'EdouardGrave', 'priyanshuguptaiitg', 'yueluny', 'srinil', 'liquidryan', 'Sevenan', 'leederek12', 'araj3609', 'mohammedsafi-sarvam', 'Dangu24', 'everhajj', 'Ethan811', 'ivywang', 'javier-ab-bsc', 'mihiracharyaNV', 'mikebern', 'jfpuget', 'Jaredan', 'thieuhc', 'jpatil', 'geopar', 'urdu-mrc', 'Pratikmarudwar', 'asutic', 'BBVA', 'iperbole', 'nsriniv', 'hdnguyen-nvn', 'dhko', 'zhanxiang', 'noelshin-upstage', 'ericehanley', 'vipandya', 'artemisveizi', 'sryap', 'JimJam07', 'Ahmed007', 'kawakami-k', 'Shenhan', 'monicadsong', 'johnnyas', 'viktorstahl-fk', 'verovaleros', 'sepideh-db', 'aksh555', 'SilinMeng0510', 'maljunied', 'svc-aiapps-infe', 'sirejdua-db', 'mukhtar', 'Sanadshabann', 'Linkerty', 'slojosic', 'ritchelong92', 'bpanda1', 'wenbinli2', 'j-brody', 'wangyuw', 'ygjin11', 'mendor', 'orgatest', 'adityaakhileshwaran', 'SIGGRAPH2022', 'espackman', 'chujiezheng', 'aps817', 'aminovsky', 'abanm', 'kyle-lee-314159', 'dcruley', 'vbn-uevora', 'OOyindamola', 'AdeptLo42', 'rajubuet24', 'slokesha', 'daniellok-db', 'xiangruiy', 'RestingCodeFace', 'rezzzzi', 'sapinedamo', 'mfahid51', 'MLP-Reasoning', 'nmd2k', 'ltchapmi', 'cobusb', 'mgamellintel', 'perezlor', 'vnosovsky', 'MLatzke', 'stanford-crfm', 'SergioS123', 'VigneshDark', 'Tim-Xu', 'rdyro-google', 'yychu', 'estyle', 'aymaheshwari', 'Ming-Zhao', 'Prlejono', 'shirsenduhalder', 'aru-pakapaka', 'bowen92', 'piotr-mlocek', 'kcaluwae', 'JJitsev', 'y5hto1a', 'ummarshaik', 'Atream', 'codelayout', 'Niger-Volta-LTI', 'svenchilton', 'lytang', 'gjpdiazvaz', 'psalesforce', 'gnelhans', 'irenedea', 'sehab28', 'bjorn-schiffler', 'ryantwolf', 'NoopurTiwari', 'ealbilali', 'bhoov', 'loretoparisi', 'Lumpen1', 'Zantares', 'supurreme', 'utahnlp', 'DeoM', 'lrrountr', 'super-rikka', 'ngaeghy', 'peter-sushko', 'niuchl', 'divkakwani', 'Hongyangsayhi', 'Hoon94', 'AppleJesseAllardice', 'berksahin', 'andrewheard', 'dougrf', 'chiahsuanlee', 'turmoiloil', 'bzz2', 'asayre', 'pshevate', 'peterabrad', 'DachengZhang', 'GuoqingZhou', 'salians', 'mverrilli', 'gretchenstew', 'sunghcho', 'avawkim', 'r-kiya', 'bigwisu', 'krishnacpuvvada', 'TecHniCure', 'sumitb', 'Sanoojan', 'wendyhum', 'songsongsong8909', 'pshekdar', 'cscheau', 'mfdu957', 'snova-evgenii', 'mghaffarinia', 'bhaddow', 'sandyDL', 'DekPhaBoat', 'kaidong', 'rrin25', 'nayuukinni', 'Intel-Xinyue-Luna', 'van16', 'Rocking-Mat', 'zhaoliya', 'mvechev', 'guillermogross', 'ebreck-google', 'machineteacher', 'bmuir', 'mugglmenzel', 'ggarvi', 'ataatasoy', 'Skraje', 'hzhang-db', '5roop', 'rajjanardhan00', 'NV-DLynch', 'zhehuixiang', 'burkaygur', 'sumitsays', 'Hari22hari22', 'MiniMax-AI', 'jimmytwei', 'pxyu', 'wmpscc', 'dnachbar', 'rishi01', 'alexlucas', 'mewangqi', 'wissamantoun', 'anishacharya', 'hubnemo', 'rifkiaputri', 'inigopm', 'sanagnos', 'asettle', 'radekosmulski-nvidia', 'seb-ai21', 'nailong1228', 'its5Q', 'HuiKKKK', 'Utkarshsn', 'adiprasad', 'fractalito', 'NVVisionAI', 'bamoros', 'guybd', 'rfair', 'miaojinc', 'aadityay', 'prasanjitsingh', 'AshSandra', 'ynhe', 'gonzalo-santamaria-iic', 'yangyuancheng123', 'schrodingers-tiger', 'ThatsGroes', 'rhua-nv', 'framolfese', 'fsiino', 'tianyih', 'frreiss', 'zhijianliu', 'mihirbafna', 'piesauce', 'felsiq', 'lekssays', 'data-vl', 'feedliu', 'prasadsachin', 'bobeidat', 'ninalopatina', 'AbirMessaoudi', 'kaushalya', 'qrias', 'skar02nvda', 'areskay3', 'blipkin', 'Nikolai10', 'GY2233', 'lmurillo', 'JasonXL', 'bytedancerneat', 'Lomiai', 'safety-by-imitation', 'CobyDAdams', 'aniketsen', 'hverjus', 'PeterYang12', 'csojtsch', 'zhiqings', 'askuiGmbH', 'naonine', 'pejaka', 'jannickj', 'Hasano20', 'simplescaling', 'arslannvidia', 'janplr01', 'weiranyao', 'benjaminsadik', 'athms', 'hungquocto', 'tcyao0324', 'Wahyuazizi', 'minmingzhu02', 'lunula', 'MaciekC', 'TopContributors-DatasetDownloads', 'paulmin', 'infinitylogesh', 'siro1', 'idow-ai21', 'wideopenai', 'kiwiwang', 'zincopper', 'tseyde', 'posnep', 'md260524DL', 'luizaoj', 'samirg', 'airesearchth', 'kshahabi', 'nicuistrate', 'codemandosch', 'itsba2', 'william-apollo', 'Jar111', 'pavelr', 'gdukuzeyesu', 'Angela996', 'ykoykt', 'random122025', 'danieldk', 'frsun-nvda', 'Graa29', 'dgonzalezvillalo', 'Jonathan575', 'jamie-mcg', 'KrutiS', 'Andy1621', 'Rayment', 'susiesie', 'nachankar', 'vmarchnv', 'jbagga', 'Molxerus', 'xfjoy0223', 'akukushk', 'Cookie817', 'prasanna-amd', 'Tatsuya-Ichinose', 'xandmaga', 'Mitori', 'tf-tpu', 'genie0808', 'Chtonium', 'ws18', 'anarocha', 'dengzerong', 'tarek-liquid', 'tanayuu51', 'm-vaidya', 'SmallButterfly', 'haoxli', 'znation', 'JasonBouKheir-meta', 'kdattani', 'shekharmahadevan', 'spdenisov', 'jschmalfuss', 'powertj', 'Melo9933', 'arunraman', 'YahyaD11', 'jwolfanger', 'EliasLeijon', 'gitrey', 'Konthee', 'ncherniadev-nv', 'mingjun666', 'mariannadeepsense', 'jsailor', 'Tassya', 'kevbubba', 'SP1winter', 'DorzimAI21', 'Ely-Zeng', '0xkilianh', 'atepi', 'njdehs-cerebras', 'sharp', 'charliexing', 'abuelleil', 'andreamorgar', 'Ben-san', 'wilsonjr', 'AbdullaAlghfeli', 'dc3671', 'annasun28', 'pjl1995', 'kli21', 'GeeekExplorer', 'CocoNutZENG', 'Jashna', 'shlmregev', 'Aloka', 'XciD', 'AFCary', 'mhuang-sf', 'yshaowei', 'jarguello76', 'firebolt2024', 'Jiayi-Pan', 'karan4d', 'joolianne', 'tonylek', 'skushnir123', 'AK3D', 'bashar-talafha', 'XXsongLALA', 'AI-Sweden-Models', 'Daahru', 'angelafan', 'Sarwesh15', 'nkalegowda', 'korladia', 'Therosious', 'laonlp', 'joerg104', 'eminasyan', 'badri2000', 'winordie', 'luisespinosa', 'alihcevik', 'equester', 'devops-nomic', 'JamesatKindo', 'telgamal', 'lufae', 'yseolnv', 'Skylion007', 'taurusduan', 'fmehralian', 'Rajaram1996', 'perliden', 'ArmelR', 'satoshi-kondo', 'jaibehl97', 'aisaza', 'lowres', 'abrohan', 'DubeyAniket25', 'ByteSpanTokenisers', 'hexuan21', 'bestony', 'apolichroniadis', 'RacBan', 'paulcornell', 'owenzhangzhengzhong', 'theadamsabra', 'ritog', 'zhenwu', 'mapama247', 'yuchenlin', 'Th3anWui', 'mbrukman', 'germanjke', 'wengshiy', 'zzeng', 'ZYX119', 'huyto1520', 'ppetersson', 'snajnin', 'nikolai-gruzinov-jb', 'nagabh', 'vixavier-googlecloud', 'hunghd20012003', 'ke1337', 'yyalice', 'chris-monardo-cerebras', 'NVshreyas', 'cmodi', 'nagasrinivas', 'tshibata', 'pgomezperez', 'Isotonic', 'oailong', 'roeeh21', 'uriboy', 'jeril', 'c95yang', 'jiachenli-ucsb', 'Zhenmei', 'sumanth-sarvam', 'mmmorgan', 'spoussa', 'raisiddh', 'OTKNetwork', 'yashashvis', 'jaimegarcia', 'prwwrp1', 'mayukh-sharma', 'ibelem', 'vmkhlv', 'mcahny', 'nancy-mosaicml', 'aravind-segu', 'akii96', 'fxybd', 'ValentinP', 'Andrew-S-Rosen', 'abhishekshrm071', 'pworfolk', 'sungduk', 'saakethn', 'kbhardwaj-nvidia', 'stepping1st', 'chenmoney', 'chenttt', 'zcui28', 'enricolima', 'jvoswald', 'jstaffordgoogle', 'ashabrawy', 'haidexianggemingzi', 'adnan-for-hface00', 'ziyue977', 'ManuKyutai', 'talumbau', 'JakobAtTUM', 'mrboss90', 'amodaresi', 'zac-li', 'zozhangg', 'jaysse', 'athawm', 'ysymyth', 'nishashah3', 'appellea', 'PierreMesure', 'dongwookim-ms', 'ameliettr', 'andy237', 'liweijiang', 'SamuelYang', 'llxx1234', 'Mayo-ops', 'tmnam', 'Rochelle-Mattern', 'giu-alb', 'wawacai1208', 'noelliquid', 'YizhuNvd', 'stevenpecht', 'brandon-stanley', 'rhataya', 'airdhun', 'evaluate-comparison', 'shimmylee', 'frntn', 'OdiaGenAI', 'yhq', 'lvzhh', 'zhangblackwukong', 'likithm-meta', 'lidennis', 'Maltehb', 'wayneee999', 'nishusaxena', 'mava8723', 'KaleiNeely', 'shawnkx', 'chaoSefat', 'lambda-xprime', 'jkr26', 'lunarflu', 'achraf-mer', 'Vigneshwaran', 'mkolod', 'jctestud-work', 'bavarian-nlp', 'akambhampati', 'shatian', 'linmalin', 'mindrage', 'wadih', 'kbadziak', 'xchen85', 'ajyyu', 'putrevusandeep', 'aelimelech', 'dongbj', 't9792734589', 'seanielee', 'Haozy', 'Oblongsoft', 'Cesare2000', 'lolo115', 'mv11', 'a30', 'pL-Community', 'ydrame', 'linusnilssonatuppmax', 'juliapio', 'spatki', 'wangshiliu', 'sschaber381', 'rfeiglewintel', 'RocktimMBZ', 'tykim12', 'Arkadiy-DW', 'upperwal', 'Bobbaymax', 'nangel1234', 'pharaouk', 'Patapoof', 'nazneen', 'rovi27', 'HuggingFaceH4', 'FioOfAllenAI', 'sarahyurick', 'dddd-d', 'antingshen', 'brodiem', 'hugging-quants', 'baaesh', 'RenaoYan', 'rshcao', 'fw158', 'subhashreer', 'cmccarthy', 'dwschneid', 'minjkang', 'Anujpal', 'Paulvozila', 'dannyshox', 'aaronlsmith', 'wenkunh', 'pengfei-wang', 'LinJulia', 'Eigensystem', 'kirklandsignature', 'vbaltatzis', 'jonathanmcwilliams', 'teemuairamo', 'zoro052', 'inatoihs', 'takahashinao13', 'Hong-You', 'norams', 'Anbang', 'garnettjc', 'lohzhunyewbd', 'hyuen2', 'eshantsahu', 'Fakhraddin', 'lingyanguo', 'anas-awadalla', 'hameed92', 'Alignment-Lab-AI-Backup', 'Prakamya', 'danielint', 'jon-tow', 'mileskaiwang', 'stremeor', 'vleandro', 'kid126987', 'shiva2022', 'BeaDobrzynska', 'berniebear', 'dlawrie', 'Kenyi', 'ayushbagarwal', 'kangz', 'gauravtak', 'kweinmeister', 'mazy1998', 'ZixiQi', 'RaymondAISG', 'dannymartinelli', 'fluentus', 'Doreamonzzz', 'ayushdg95', 'daotc2', 'pjramg', 'carsenk', 'SaadManzur', 'dhanya-a', 'flysteven', 'Sicarius-Prototyping', 'Mengyao00', 'mengfeil', 'fabdollahi', 'tiffanyxcai', 'g185', 'ADELAUW', 'pinoo', 'Alltimeisaac', 'htagourti', 'jraimannvidia', 'lesterrrrrrr', 'wgpubs', 'apourhabib', 'Kevinbingsong', 'splotnik', 'DiogoAndre', 'amanali89', 'snowfishee', 'leejaeh77', 'victordion-nv', 'tangshitao', 'jinhyuklee', 'RohitKulk', 'mohanajuhi166', 'thomashk', 'maggie-jiya-zhang-31', 'rodrigu3', 'kthirumangal', 'israel', 'IkumiNumaya', 'amanpsc09', 'SolemannM', 'bkmi', 'Andrew0001', 'wanzizhu', 'nallave', 'mahoho', 'ornew', 'yuzhi-bosonai', 'merle', 'mboether-apple', 'gregmacnamara', 'Feng-sc', 'ctlau', 'ryanmarten', 'rachit-sarvam', 'choudhur', 'bilal-databricks', 'dipendramisra', 'RocioLiu', 'numfa', 'tmabraham', 'Samoed', 'georgiaWW', 'sanskar-sarvam', 'mjlewis', 'shekairui', 'tatu', 'alickw', 'ialmajai', 'tdo1212', 'naotous', 'fenghuizhang', 'IChahed', 'NbAiLab', 'farnasirim', 'yentinglin', 'dscrews', 'sreemanti-abacus', 'kmahmou1', 'msr2000', 'yuhengx', 'Dreamever', 'daveswersky', 'kolsson', 'kaengreg', 'shines411', 'andrew-k-park', 'paulcarongoogle', 'roberthbailey', 'Francisca', 'abdulfatir', 'nv-ffrujeri', 'mitalipo', 'hhy431', 'Dandytard', 'yuandouyuandou', 'sadat43', 'HugBot', 'shmulik-markovichgolan', 'guopeng1985', 'Motit', 'AoiKazama', 'GailAdey', 'aienti', 'BertChristiaens', 'victor', 'ynashed-nv', 'pegman-hf', 'alea-ai', 'wojaczek27', 'ixa-ehu', 'RealZhiqiLi', 'hfgoogle', 'RyanMetcalfeInt8', 'aderylo', 'yuka-saito', 'gsh33', 'wuqing157', 'spandantiwari', 'v3rganz', '0x7o', 'shubham-32', 'quantization', 'sliding-bazinga', 'harshadpurandare', 'polytechXhf', 'trungtvu', 'todap-yellow', 'shunxing1234', 'sprash', 'aneuraz', 'appraiva', 'rewicks', 'DariaKotova', 'sivval', 'etumanov', 'bobba196', 'benpeloquin7', 'koichiro-yamaguchi', 'Krzysztof2474', 'dylanmaenpaa', 'lizhao-liu', 'dmoriwaki', 'intrepid421', 'zhihaodu', 'keviny66', 'charlesglen', 'adarshan-intel', 'analogtechnica', 'jeremyot', 'nouamanetazi', 'zwrq', 'Luxoove', 'knguyen3', 'gorijala', 'dipakk', 'topshik', 'zhezi12138', 'meeros', 'melodyeee', 'igitman', 'yarongmu-google', 'Acirc', 'ZhangRC', 'YichSouls', 'mkba', 'howtowhy', 'sedetweiler', 'jiamu1009', 'quincyqiang', 'lohithsai', 'QingMaxwell', 'rdiehlmartinez', 'ayoung38', 'maltz', 'AbbyLiu', 'muncus', 'khangshe', 'sokolov-yas', 'PetrosWAbraham', 'incognito124', 'asatti', 'jiyan-nv', 'shehan97', 'awaash', 'user-for-hugingface-from-company', 'gbcfchc', 'stevenwjones', 'terryyz', 'dsddk', 'salmanrki', 'oliver-deepset', 'tatsuyaa', 'fwfwfewfewfew', 'ammar-g', 'FetchFortune', 'macribas', 'IvyZY', 'parthsuresh-meta', 'Aayoume', 'Venkata1', 'JunlinHan', 'AshwiniKapoor', '01Matrix', 'akshata02', 'jordanliu', 'igrishchenko', 'soumyaishere', 'hongyuw2', 'jszutenb', 'mudit-mittal', 'WoahMiri', 'UW-Ruppsky', 'metavision', 'elaceynvidia', 'neogong-vv', 'pritamb', 'xxzyx', 'kiranranganath', 'Olivia318', 'ShivanshuPurohit', 'harrim-nv', 'mT0', 'mpk123', 'chrislarkin', 'sathirah7', 'Nosheenabid', 'mikeshepperd', 'julienmiquel', 'synchroniciteen', 'Soumya-intel', 'AtheerSami', 'adi20f', 'niklas-palm', 'jarekkaz', 'ssamriddhi', 'AnkitKaushikGoogle', 'multilingualPretrain', 'RobbeSneyders', 'mabbas1968', 'keystonetest', 'twelcone', 'JoelBuenrostro', 'kjdhoore', 'ZihanP', 'MarekStrachacki', 'pranjaldoshi', 'adalberto-temp', 'easonchan1213apple', 'liyn20', 'chadbr', 'raflit', 'GPalomeque', 'sarthakgy', 'instro', 'RyanCarelli', 'arielnvariel', 'aryansharma17', 'S2R-data', 'hq455', 'BanglaLlama', 'NKLSRMSTD', 'sergeyfeldman', 'Prince-1', 'sebothetramp', 'hanyullai', 'edinburgh-dawg', 'rrprasan', 'tianle-li-nexusflow', 'Hossein', 'ugangtha', 'croissantllm', 'Mahamadou1994', 'henryfu-at-bd', 'y2jzjh', 'Darejkal', 'asafgardin', 'Vikhrmodels', 'caijimin', 'geetaarora-google', 'nvslechta', 'ShristiUW', 'flamingi', 'rsamborski', 'musk007', 'jgontrum', 'jinay01', 'nekomata-project', 'utkarshsharma1', 'Rulin-AI2', 'sd-next-diffusers', 'sfdcMike', 'manchev', 'regisss', 'p-ramachandran', 'tkhst', 'rosinality', 'SaulLu', 'RahulRaoSN', 'Kartoshkina', 'ragupta', 'Danielmohag', 'sampras343', 'ruochenli', 'smol-explorers', 'kozanow', 'wwan1', 'Luandrie', 'yuxuanCUHK', 'shsolanki', 'nuricankaya', 'pdufour', 'g8a9', 'adibrastegarnia', 'devins-cerebras', 'JoeyOhman', 'agent-data', 'bertisbert', 'leargaf', 'leonardo-avila', 'Muennighoff', 'wingsrc', 'ehaspulat', 'my-du', 'jennajames', 'jesslan', 'JaakkoP', 'samuelselvan', 'weijiangchuan', 'meghmak13', 'Arshiyakhias', 'YoavIntel', 'Irvingwang', 'hakunanatasha', 'delrintsen', 'jplnv', 'SunYuefeng', 'shirb9167', 'pfavero', 'dsmertin', 'DesignSlam', 'jx-yang', 'marah-abdin', 'eqwrgfwerg', 'gplasky', 'Rstz', 'Kthyeon', 'iansimon', 'annimagus', 'hellwigt-sil', 'hasithjp', 'zengjun925', 'anewwave', 'wzx1bytedance', 'wilswer', 'dsawczuk', 'ijundi', 'relangovan', 'jpinpin', 'Pushkar-singh-olakrutrim', 'wdvr', 'spiper', 'kaanefekeles-ty', 'mlech26l', 'yuanzhili9292', 'Xrenya', 'smigacz', 'puneet-jain159', 'tonym-intel', 'Subtractive', 'charul15', 'marquiz', 'yyf12', 'sumuks', 'lk2311', 'HFSmolCluster', 'phaniwork', 'maeehart', 'NTU-NLP-sg', 'jalbericiola', 'iscreamis', 'fjiang0000', 'Yang173', 'drchajan', 'jroorda', 'mklinowski', 'bigmoyan', 'hemeta', 'nicastellanos', 'EmanuelJ', 'badayvedat', 'beshermassri', 'hugginggoldie', 'benyan', 'jujbob', 'marmostum', 'bol20162021', 'tyuchn', 'pauldaym', 'patrickdodb', 'jan-lundqvist-softrobot', 'ppwwyyxx', 'VYLiew', 'LuciaTormo', 'SmolvencoderOrg', 'maxvoekler', 'lsz05', 'snisimov', 'puneeshkhanna', 'lizc', 'lihaoyuan-hit', 'jchavezarg', 'makram93', 'matthewberger', 'andreaskoepf', 'mellonixie', 'rl000', 'jiniguez', 'robertostling', 'mkeicher', 'Aagam1656', 'gazkune', 'ryosukeiri', 'Retrieva', 'giannacalderon', 'artemispggl', 'AilaysaTech', 'eeroel', 'Fingolfin23', 'SRS-IN', 'mrnair-sf', 'Mianhua1', 'hongxiayang01', 'sbingham', 'mario-tuci', '0x1d3-ben', 'qwerwxy', 'praveen-sarvam', 'kramamoorthy', 'connormccoy', 'fazevaib1', 'kees', 'christinestraub', 'Kumarant', 'closer2828', 'socialGamingDummyAcc', 'NationalUniversityofSingapore', 'jonasweile', 'junliu-mde', 'aobaruwa', 'orgpcuenq', 'jymmmmm', 'Sizhe-Chen', 'khang119966', 'mcuningham', 'YusuQian', 'jdchang', 'Xubo-Liu', 'cyrusyuc', 'AliHai', 'davidefantini', 'mateusztabaka', 'menon92', 'shai31416', 'gzalessk', 'mostafa-salem', 'DerekNM', 'pgmoka', 'jpaquay', 'hongyiding', 'infgrad', 'eric-tramel-nv', 'esb', 'niclui-db', 'TommieGoldhammer', 'scheiblr', 'geppy', 'jpablomch', 'SteveBach', 'mj84', 'MasahiroKaneko', 'chandru1652', 'gyulaz', 'lkarasek', 'andrewgold', 'PaoloSpigAI', 'JunhyeokLee', 'ibaucells', 'miamiasheep', 'Ray0323', 'PeterL1n', 'chengyineng', 'VAGOsolutions', 'Vahid83', 'pQube', 'justintheghost', 'leshare', 'k-m-irfan', 'eebee', 'anuragranj', 'olenazhu', 'Bookery-amd', 'gchachada', 'kgreen1200', 'lfaivish', 'dancerNight', 'ssydasheng', 'oluakin', 'Eddiejv', 'burakcuhadar', 'veluca93', 'DC-Shi', 'gerturax', 'AdamScherlis', 'jeffkaady', 'jonbolin', 'adroitya', 'NoraliGoog', 'Gemb', 'lxglbk', 'sajvir', 'hanshjelm', 'CarlZhang1', 'nmichaud', 'nicofirst1', 'omri374', 'samanthawise', 'ViktorAlmLabelf', 'yehjian', 'daverobishaw', 'SayeeRajamany', 'twinkle-ai', 'marcorock', 'yixiu1201', 'googlevstasenia', 'liuzijing2014', 'RoccoHauptkornTUM', 'jkru3', 'craffel', 'annieske', 'jamesp-allenai', 'dwromero-nv', 'narinp', 'mfatehkia', 'juhol3', 'pas', 'angunapal', 'cdvorak-openai', 'sine', 'iBack', 'yuhaozhangz', 'shuklaankur', 'mostrowskix', 'alanwaketan', 'yingliwang', 'lhlhlh', 'RaushanTurganbay', 'allwefantasy', 'abenmao', 'cwing-nv', 'lbad08', 'zehrad', 'Oldacrea', 'masaykawa', 'smidtfab', 'RioJune', 'AshwinSundar94', 'statiraju', 'sumo43', 'joelandman', 'dwj926', 'alexsu52', 'data-days-zurich', 'AcousticsMLteam', 'xcbula', 'johnnyli123', 'bhagyashreedesai', 'iampeterchen', 'Cameron-Chen', 'neoguri79', 'MOMINAAHSAN296', 'mduppes', 'Louym', 'qiwencui', 'YaxuanDai', 'msmmpts', 'bigcode-nvidia', 'NatashaSavic', 'aeav4-uniref50-new', 'paulkw', 'byjlw', 'juba7', 'mmaaz60', 'cross-encoder', 'Jiaxincc', 'Suraponn', 'Vijeetkumar', 'pwolper', 'GuoPD', 'zhucaroline', 'howielimu', 'rtafolla', 'davda54', 'shaipeerms', 'Quienten', 'Sesame-IT-Support', 'cdby', 'omkarthawakar', 'dfridman', 'pwu6', 'bkholtzm', 'nandithae', 'TIGER-Lab', 'Lynn010', 'tkmtakada', 'minoo-cerebras', 'Unso', 'aashay-sarvam', 'bruno16', 'Trisha-sarvam', 'ai-starter-pack', 'shuver', 'somethingbutnotnothing', 'linguistickus', 'h4-community', 'fredmo', 'EllaLandqvist', 'luotto', 'jpdatabricks', 'drnhhl', 'aldeneh', 'eoe567832', 'scondon', 'mnalletamby', 'lasharavichander', 'joelg', 'fuxs', 'andreperkins', 'bloc97', 'yuma001', 'pratshah', 'ptrckprz', 'pretraining', 'gkarch', 'sangwhan', 'chengq-sfr', 'Ramit08', 'liaojc', 'nyirchik', 'dnandakumar-nv', 'gabeferns', 'ethanhibiscus', 'Ceceliaqq', 'ComCom', 'nate56788', 'ssierral', 'MoRags', 'yu000434', 'MAISAAI', 'yunjae-won', 'music-gen-sprint', 'Lukeus', 'hlaus', 'shpda', 'FermiQ', 'klasocki', 'realYuanLi', 'alokjadhav27', 'DarshanHN17', 'g21wadhwa', 'shichengz', 'nv-cory', 'VanshGehlot', 'Nero1014', 'doctobert', 'fangliang81', 'kaidic', 'j4kn', 'IrinaBolshagina', 'pclardy', 'suleyman1111', 'satyakanimilli', 'xumingyu16', 'mhusnan', 'Augustborna', 'mayankagarwal', 'Smallcraft', 'Mina', 'simjeg', 'bradmiro', 'txian', 'zhoupans', 'hartsell', 'OzzyGT', 'renangrocha', 'amritark', 'okaba815', 'jasonwu', 'tanaysoni', 'BrynDB', 'julius78', 'AmineSab', 'bgillman', 'patkins55', 'Sao10K', 'Yanhua001', 'arichsf1', 'rr-adam-roth', 'theLonelyShepherd', 'bindureddy', 'LeonardoBerti', 'embraceableAI', 'jinfengpan', 'DuongNH', 'jesseangelis', 'awiggin6', 'matthewkotila', 'chicham', 'VictorDurrr', 'bweng', 'zijwang', 'airohit', 'QJerry', 'rayl-cerebras', 'zhiarou', 'ignatov', 'jhankes-intel', 'avivall', 'comathematician', 'gkaue', 'jcaudet', 'JianyuZhang', 'aliabd', 'anjshaw', 'renzh', 'tiedeman', 'tarunjaitly', 'HoloceneAI', 'OyvindTafjord', 'junchen01', 'ZiweiLiu96', 'LazarusNLP', 'kevinintel', 'nabramov', 'chawls', 'dvilasuero', 'Gwangsoo', 'johnny-at-nvidia', 'Rajasekhr1234', 'suhara', 'meenakshik', 'yuzaa', 'mgajzler', 'IsmailH', 'vandanagoel13', 'anichiu', 'ChesterHuMeta', 'manufernandezbur', 'bwang0911', 'ziqif', 'krh26', 'freddyaboulton', 'schmmd', 'ericd80', 'kbatra22', 'arnocandel', 'projecte-aina', 'cahlen', 'ZetongFang0425', 'ARG007', 'gauravgadre', 'kqubaiah', 'yannolga', 'ML-Matador', 'minglingfeng', 'bs-la', 'stgzr', 'reasonwang', 'AiBERTa', 'jamesr66a', 'liyawei', 'dbxsaeoshi', 'hvn2002', 'jtomsia', 'wangpf3', 'Larry546', '100worte', 'fbleibel-g', 'dan-lueck', 'l1nghao', 'mihailpu', 'ratishsp', 'Chongjia', 'kumepre', 'shoshino000', 'Phil17', 'ihebgh', 'ptarasiewicz', 'Ritwika03', 'yininghase', 'rlhf-trojan-competition-2024-8bit', 'bwc-db', 'dtl123', 'MagnusEricsson', 'LG-AI-EXAONE', 'lianglv', 'cmanteuf-intel', 'ycxuxu', 'KojiNishina', 'liutaolt', 'loganrobbins', 'tommycc', 'jasmijnbastings', 'manunid', 'Peutlefaire', 'rajpatel9498', 'tbaker2', 'sirilong', 'praneeth100', 'Asugawara', 'mettyz', 'Fazundo', 'imangohari1', 'hengwang00', 'kecnv', 'zhpp', 'ppham-nv', 'Olivia-umich', 'Douglas5708', 'cbensimon', 'ndahile-nvidia', 'MPourjam', 'vivekrs', 'ks2024', 'aghandeharioun', 'chetva', 'sbmaruf', 'Pushpendra3006', 'yooh95', 'amarchu', 'hugo', 'mayurdbs', 'HuihuiLucy', 'JASV', 'sean-ai', 'sastrup', 'terryruas', 'yamamai', 'YoungKK', 'tejasanand', 'Zoe2333', 'stuartlynn', 'saharon', 'asoller', 'ft-hf-o-c', 'HaigeboinSN', 'avibose', 'nunojmm', 'mkmomar', 'pedropabloma', 'blackwire', 'sailor2', 'lcw2005', 'Sam123321', 'wuulong', 'y-kawakatsu', 'eransms', 'guyuchao', 'kkwhale7', 'wrymer-nvidia', 'pengs', 'samarthm44', 'tangshixiang', 'ikalinic', 'tianbaoxiexxx', 'Kuo-Yi', 'jretelny', 'Bingsu', 'LUXROBO', 'maastrichtlawtech', 'bage79', 'dyy7', 'LV123456', 'wwwz', 'zh-tan', 'sentence-transformers-testing', 'latent-consistency', 'jacobchanyeol', 'warrensh', 'mjazdzew', 'ch-snarf', 'mingxinz', 'ROCKER001', 'varistar', 'dn6', 'AlexK-PL', 'med-ds', 'panser', 'Najeebnv', 'akanatas', 'lunaspace', 'Tianyang2', 'harshit-sarvam', 'hava842', 'zainquraishi', 'mallorih', 'zhengthomastang', 'german-llm-tokenizers', 'shmuhammad', 'chatcq', 'codeviking', 'richardbaihe', 'SongweiGe', 'shuklasu', 'carlosep93', 'vund', 'winsopc', 'davidg-ai2', 'aprabh2', 'teowu', 'tareknaous', 'johanaspegren', 'DrishtiSharma', 'uri-pareras', 'TorresYang', 'pandap', 'rays2pix', 'JianZhongBytedance', 'annabelleb', 'noamshurki', 'michaelz8', 'WindOcean', 'yuuutonggg', 'magicpig123', 'tactfulwronglymortified', 'icaswell', 'frohle', 'kevinwolfman', 'raghavkh1991', 'amrutha-m', 'lmushroom', 'ricliu', 'Dipb', 'vikashk', 'attia-ah', 'Ludovick', 'kaanelgin', 'Op3n4M3', 'Sharanyak99', 'LLeers', 'seungyeonk', 'platonqa', 'KanthiP', 'kenza-bouzid', 'musika', 'rlangman', 'haoguo2000', 'Harshit-nv', 'ofivite', 'jdjin3000', 'rido-jpg', 'winnie2000', 'nvhk88', 'Tinkering', 'aloysbaillet', 'xk-zzz', 'InternationalSchoolOfPanama', 'karanggl', 'kristiansikiric', 'maulikdesai', 'panhak', 'zzzhy516', 'nikita-miscenko', 'Bcashman-Nvidia', 'MengleiSun', 'Sleepyhead', 'Barakuda', 'han-wang', 'cmwilhelm', 'Umarrrrrrrru', 'Anitaliu98', 'sevimcaliskann', 'ebbl', 'vnazzaro', 'axgongyan', 'yeeyon', 'ducdauge', 'maahmad', 'Hikarie', 'Tabtimize', 'Jontkc', 'SJCheon', 'eDaraty', 'mattcresswell', 'feifeidai', 'manshar', 'kirthiry', 'guowei-mbzuai', 'apresta-google', 'skakolu', 'tairaa', 'jzsalesforce', 'SSSHF', 'TFOG', 'dariuschirla', 'dbieber', 'hattoriharuka', 'naazahrani', 'augustusodena', 'pgconnolly', 'Pender330', 'aiola-lab', 'anuragrs', 'vdumoulin', 'pmathur2', 'ehellman', 'kristamuir', 'Mert', 'EthanSta', 'nsjain', 'mridulsahu', 'minhdang', 'Willem-BD', 'jasperlau95', 'piEsposito', 'SwapB', 'pjnv', 'stableburr', 'shuheikurita', 'hongxiaob', 'justinguw', 'cxdcxdcxd', 'ckern', 'Ayush1310', 'ywangintel', 'shivamraj', 'borraaruna', 'mizobava', 'janvandervegtDB', 'dbmdz', 'saisaketh-n', 'fleuretmeta', 'pjaaskel', 'jcaraban', 'qjyyy9782', 'bigwing', 'sf-artest', 'Hans052803', 'Abhirut', 'prajdabre', 'junep89', 'lll0101', 'StinaH', 'DSavenkov-JB', 'dath-nvidia', 'junyinc', 'Alignment-Lab-AI', 'fahaizhong', 'srblanco', 'nv-sgai', 'stephenfitz', 'guru-desh', 'ryantom', 'ohruiz98', 'kodyc', 'JoyC018', 'pranavpill-db-hf', 'FionaZhao', 'vimednli', 'Areyde', 'masonWheeler', 'ttomy', 'ThaiNLP', 'dorotheepinlet', 'jwexler', 'BinyaminS', 'danielsas', 'miadoestech', 'nick-samios', 'adriker29', 'Dat', 'Ritatatata', '4season', 'Himetsu', 'sambt', 'alainalim', 'jztest', 'miyamorto', 'ddiddi', 'nhasabni', 'neuralnorth', 'tinycompany', 'ShinoharaHare', 'fbenzing', 'ydhruv', 'AnqiMsft', 'Neilblaze', 'sZma5a', 'taka00770078', 'fdelgadolope', 'refrain-wbh', 'prasadpr20', 'corentone', 'vitojph', 'mersinvald', 'griffin', 'rupanagudi14', 'Leilz', 'Timia123', 'grovecurtis', 'tonywu71', 'alwaysday1', 'ShaiRozenberg', 'sidhartv', 'Thanmay', 'Zoeyj', 'baLjnqeaBs', 'ydymegan', 'rzaba', 'NandiniB25', 'shiweiliu', 'Yuan-Ting', 'TimVincent', 'rkoshkin', 'Rostonia', 'rifqialfi', 'mat1234', 'CrownMJayakumar', 'iyastrebov', 'ChickenTechnology', 'yli-nexa4ai', 'swl-merlina', 'Lespargot', 'jake-t', 'NancyCui', 'altrevr', 'bclavie', 'dgreen29', 'diarizers-community', 'grassroots-science', 'zhaochenyang20', 'chengboblaze', 'hinabasfdc', 'SriVeena', 'Yubbie', 'kris-concepcion', 'richardj520', 'ctsai7', 'rsheoran', 'rhyscompton', 'J-L', 'xai-org', 'jerryzhu423', 'morita', 'ycho65', 'MingComplex', 'BigDoge', 'AsaJ', 'rookie-yyy', 'HuggingSara', 'YJSDD', 'spiezasnv', 'goddoe', 'AndreiSokolov', 'taoshaoyu-1980', 'AbeHou', 'chayant', 'urvashitaki', 'YihangYang', 'DubExx', 'tackaberry-google', 'cjayidoko', 'JamesLiuZixin', 'Alice1069', 'ptaszynski', 'neoz', 'z-uo', 'solomonsams', 'eqhylxx', 'ryanagi', 'dbertolino', 'stbaione', 'sixiang-google', 'dongwook-db', 'jasonhunterwolfe', 'ayushbisaria', 'westonh', 'ScottQu', 'mapleleafsea', 'MixtureMaxing', 'cryptoad', 'frcastro', 'xqiao123', 'ol-db', 'Djihad', 'gulsmyigit', 'jean1yu', 'gasoonjia', 'tjm3g', 'zhengzho', 'fabibo3', 'Parual', 'fuzzy-mittenz', 'malte', 'CarperAI', 'lkolluru', 'icoderzqliu', 'emilypotyraj', 'borisgin', 'greenion', 'ngcgarcia', 'noamgai21', 'Niium', 'vidyaravindran', 'mourabitiziyad', 'chunhui', 'shiyunbd', 'zakaseb', 'ysharma', 'samunaai', 'dahora-dbx', 'idealake', 'DongmingShenDS', 'SpirinEgor', 'Marina-Zubova', 'tanmay909', 'rose1124', 'nidhawan', 'mrozacki', 'vithursant', 'dmgoog', 'frlai', 'DLansky', 'BNDSteven', 'PereLluis13', 'PavithraCS25', 'deeptimhe', 'Situo', 'rclaus', 'taorong0327', 'michaelstoby', 'jingwenzhu8942', 'hgissbkh', 'yueqi77', 'nitya-tarakad', 'JohnChen93', 'feihuazh', 'wlqmfl', 'ghindman', 'raaguln', 'mihaitensor', 'shelltry1104', 'XinyuYe', 'Andyrasika', 'ramziben', 'yourbench', 'danrodriguez-nv', 'Viet-Mistral', 'spotdar', 'JustDoAI', 'pablogilgoogle', 'namgiH', 'Amandazhang19', 'Khalidikh', 'raymondlo84', 'kshitizgupta21', 'ancaagape', 'tsellam', 'wwen1997', 'GWHuggingFace', 'annadmitrieva', 'qingshan1234', 'jimbo-corp', 'chigi177', 'jordiae', 'sindhuraghuram', 'fhinson', 'roshanb1', 'placaille', 'rongbi', 'magist6', 'marcoct', 'manandey', 'psarlin', 'HectorManu', 'Blyzi', 'Volko76', 'SayedNabeel', 'IWRITECODE', 'alexrs', 'parambole', 'storytracer', 'gartner', 'RaunakNvidia', 'Harshinbalaji', 'team-zero-shot-nli', 'annadata', 'shivkumarganesh', 'windlx', 'annwib4', 'terrytcl', 'BSC-LT', 'louisng5', 'ccasimiro', 'njain067', 'Christolito', 'PradeepShankara', 'vasudevlal', 'nlevin', 'arasb', 'hflqf88888', 'tzahish', 'nilshoehing', 'SColak1990', 'drschwenk', 'ehy12', 'jlanchell', 'jlwu002', 'xDAN2099', 'ai-tts', 'DropDB', 'gwilknvidia', 'maxma1987', 'Ingvild', 'claudiogreco', 'akasayan', 'QipengGuo', 'Bibek', 'ceciliawwq', 'zhnzhang', 'abheekga', 'cbaechtold', 'toddyu-db', 'doyleconan', 'sunse', 'Shreela', 'beam2d', 'axxbonn', 'LemonSky1995', 'AlexMercier', 'mechanicalreproductions', 'caimz', 'usamarer', 'RuihanZhang', 'AG12', 'kaaymaerli', 'shihux', 'shihc0052', 'OfBaratz', 'saikatc', 'pongtsu', 'undfined', 'qiyang', 'ThePeteS', 'ajaech', 'shawwang', 'dmohapat', 'lawrey', 'zepu', 'wly-13', 'rangagalla', 'shls', 'qwu16', 'wenxinL', 'pskun', 'gsolepellisa', 'aporwal', 'thschoen', 'ctaodream', 'bwrichte', 'dungntran', 'esslushy', 'sumru', 'shurtado1', 'moonfolk', 'thiago-carneiro', 'fimu-docproc-research', 'sushrutg', 'naoyuki-mori', 'ManifoldLord', 'charankilari', 'pizzagatakasugi', 'alighodsi', 'georgehorrell', 'Yoursmiling', 'ytnk', 'azarkazemi', 'nikkei-inc', 'awonak', 'reinald', 'mrchongwangapple', 'upseem', 'rsokhan', 'billykwok', 'Jiafei1234', 'FanBuCUHK', 'azuker-nvidia', 'sramakintel', 'akanh', 'alexgangchen', 'sambal', 'etiennebcp', 'lugalvan', 'jgrivolla', 'pxekalakis', 'farhatkevin', 'jiguanglizipao', 'ccccccao', 'mcp-course', 'PeanutJar', 'spcutler', 'JuntingZhou', 'carlosdc', 'quocn1', 'ruofan-nv', 'burrowswang', 'NKIWI', 'nlivic00', 'LuuNgoc2k2', 'CEilers', 'ericzwang', 'ichigoberry', 'joberant', 'gshippen', 'tazzledazzle', 'alielfilali01', 'tpopples', 'YeungNLP', 'lttb', 'jaekyoungbae', 'yakazimir', 'idea-teacher', 'ftolleson', 'kangbint', 'anthw', 'XiangBo', 'cohereit', 'kvis', 'wangydm', 'jsoneo', 'yenshiw', 'qroshan', 'xieofxie', '41ow1ives', 'momodawoud', 'cedriccchen', 'results-sd-v1-5-sd-v2-1-if-v1-0-karlo', 'bwronskinvidia', 'qiying', 'chansong-jo', 'WK1229', 'tosin', 'Sheiphan', 'VidyaP', 'rafaelfelix', 'nkarthik3092', 'rajatpandit', 'hqiu-ooo', 'brandonbass-google', 'nomagick', 'Kinjalpatel278', 'pedropei', 'bsalamat', 'bowenli', 'Rita', 'nhamanasu', 'svoruganti', 'tju01', 'pradeepdbx', 'kellic', 'BBuf', 'obhaze', 'xdm222', 'thomasvakili', 'qducnguyen', 'wjn922', 'YotamAI21', 'akash-nvidia', 'roclark', 'eliswanson', 'Beloki', 'eduardosanchez', 'ruchi798', 'sbhatia4', 'yassogba', 'Artem', 'OddyKwinn', 'SmerkyG', 'smallli', 'RedaAlami', 'utter-project', 'AsafErez', 'hhenryz', 'andrzejfudro-google', 'Kunrui121', 'summyze', 'itlevy', 'ftarlaci', 'albhuang', 'bylee921', 'nv-braf', 'galyona', 'JKVS', 'pllum', 'kchinmay', 'deepanshubaseda', 'lbc80', 'ashuker-sf', 'bibhupati85', 'rchengyue', 'jbrinkma', 'sakalisi', 'Meng-Chi', 'shardin', 'forrest-gradient', 'KlaudiaDaci', 'gauryogesh', 'glnlp-13', 'ligetinagy', 'MondayYuan-10', 'charlotte9901', 'ca-esuty', 'saulehe', 'tommasoc', 'p-adic', 'lihao0214', 'JaumePrats', 'shenneman', 'qicao-apple', 'Cohesion98', 'datht', 'Fauno15', 'jzaldivar', 'rohku', 'Marksherwood', 'silentriverg', 'konradblaszczyk', 'jroland4', 'vepanimas', 'static-templates', 'AndyZijianZhang', 'Undi95', 'zymu', 'davidsalmessina70', 'yuyao6', 'howardli', 'HarshvardhanCn01', 'jacos', 'ShitoRyo', 'jamesdunn', 'flipz357', 'kejones', 'bheilbrun', 'ttt', 'xu3kev', 'hatanp', 'Yeonsu', 'shizue', 'duonitty', 'li11233', 'sd-concepts-library', 'kediaharshit9', 'gabrielwestman', 'galabduljabbar', 'Zihao-Li', 'SatsukiVie', 'sikhadas', 'shengs', 'tianyu-l', 'marcell-ferencz-databricks', 'pt-mteb', 'ankanand', 'PQM', 'chloelewis03', 'wenyi', 'huay3', 'arunima-intel', 'abhrag', 'tkrywitsky', 'hz2475', 'psn014', 'hf-extreme-scale', 'ranarag', 'saurbhtangri', 'vssomayazulu', 'hyperclovax', 'shashanka6', 'rendchevi', 'pochunlai', 'lifalb', 'faaany', 'Mlxa', 'optidus', 'tcvieira', 'elmaestrobert', 'Min-Yu', 'levinhuang6', 'anirudhkashi1903', 'Aperture-Science', 'FaisalMN', 'vickycye', 'antonsc', 'ca-okazaki-hajime', 'kiwami-td', 'SpectreX', 'nxu6', 'dmbarry88', 'huimei2', 'WizardLM', 'sankar110', 'idavidyu', 'abdusah', 'aklimovsky', 'chuanli-lambda', 'yzttacct', 'chonkie-ai', 'bon-bonnie', 'xulin218', 'JonasGeiping', 'shafeng', 'aishanipal', 'maduschek', 'pkedzia', 'arcangelob', 'catdematos', 'duongve', 'Tom9000', 'marshalljones', 'Mivg', 'Nopm', 'Tritlo', 'DeSTA-ntu', 'harrytse1', 'diegors', 'sree20', 'mzweilin', 'Patrick-Binogi', 'zhangshaolei', 'zayenz-sn', 'mharris-l10n', 'XiaoZhang98', 'SusanXiao', 'sawass', 'jacobyli', 'mattiaslowdell', 'leoendless', 'ddobrin', 'tysond', 'spaulds', 'Schorakbi', 'xiaoyifan', 'vratnakar-google', 'Mengzhang', 'louisowen6', 'reinhardh', 'jrfish', 'kseniasych', 'Trucken', 'Jason0214', 'nvangelm', 'kaustabh', 'Yorozuya-59', 'obelhasin', 'kingkingking', 'hummingv', 'amols', 'mistral-community', 'AvitalG', 'anthonyivn-databricks', 'pranavgupta11', 'LTransition', 'soma611', 'somosnlp-hackathon-2025', 'huzama', 'calcots', 'DangeZy', 'masoudhashemi', 'AsirAsir', 'derisavi', 'zacstrick', 'ycvictor', 'dmitrii-timofeev-jb', 'eugenepentland', 'alvinliu0', 'friiidandersson', 'shpotes', 'yshao7', 'N140301', 'aryamancodes', 'Mansar75', 'hvnguyennvidia', 'mattmartone', 'wanghl123', 'emilnuutinen', 'gvernik', 'yi5faker', 'EliWsz', 'RookieX', 'BastiBanani', 'maribarr', 'yliaog', 'morenodavid', 'zxh4546', 'aziziG', 'Puneesh', 'huisu', 'msewak', 'mjuvilla', 'index-tts', 'alienelf', 'AndersNilsson', 'sagostinho-nvidia', 'ensmart72', 'AdamGalczynski', 'Chengyan111', 'navidnnk', 'ruobing-wang', 'ondrejh2o', 'JiahaoZhang', 'mtijbout', 'Mouhfighter', 'lunalix', 'florahuang', 'dreveillon', 'luizbrito', 'mpyyspp', 'alisawuffles', 'Numaanmbz', 'steb81', 'Kesavarthani', 'marissaw', 'WaveCut', 'artsousa', 'JinchuanTian', 'hansrey', 'fajrikoto', 'michxu', 'jxbytedance', 'massasun', 'rpsan', 'unstructuredahmet', 'KevinLy', 'hpprc', 'aivlis1006', 'rellis', 'dneto', 'ailinxu', 'kmfoda', 'Open-Orca', 'niyaOOOO', 'Syzygianinfern0', 'anegda', 'bytedanceplayer', 'BorisFomitchev', 'chaoli-amd', 'why-why-why', 'CodeMazeSolver', 'semeraro', 'niallmc290970', 'acul3', 'tomeras1', 'rcottiss-sf', 'leeahnduk', 'sunbc0120', 'crimson2000', 'nickmonath', 'AbdBarho', 'mmcrae', 'milandekoning', 'Kseniash', 'akshayvarun', 'atinsood', 'dmsuehir', 'Nibar', 'sidicity', 'KshirsagarVishal', 'EricPeter', 'ababushk-intel', 'tianhao2k', 'DagForsen', 'zacdav-db', 'ZhaoqiongZ', 'shilpath', 'amohan22', 'AlvinSunYooo', 'ekenkel-apple', 'joshintel', 'amankhandelia', 'athi180202', 'zh-tw-llm-dv', 'haoxingren', 'cpaikara', 'sterlingwhite', 'hxiang', 'ehpyeon1', 'ofirzaf', 'CoderBak', 'thienmai', 'a101m', 'siliconflow1', 'fgranqvist', 'peterroh', 'faisalak', 'Vassilina', 'shreethatte', 'anilamd', 'lucylq', 'Xinhao', 'KeithMoyer', 'andrewstahl', 'Mapraw', 'kiliajet', 'sfufagoogle', 'boda', 'liuhuo03', 'Srulikbd', 'pamelap', 'magoop', 'shui1', 'anders-demandcalendar', 'suresh123peddinti', 'coleramos425', 'baptistecolle', 'aamonten', 'stephanep', 'annapendleton', 'dfpsantos', 'lweymann', 'eshi2023', 'Raffoni', 'vkuzometa', 'agaliautdino', 'balajirn', 'Sidharth08', 'rsyang', 'akihiro-tabuchi', 'SakanaAI', 'Xihc20', 'apol', 'lilianeduong', 'btong04', 'dongxuy', 'mh', 'raghu-ramesha', 'dtheron', 'lin5547', 'lmazza', 'AyaSaki1201', 'chengtbf', 'joanrodai', 'omarcevi', 'loganjax-intel', 'saurabh-srivastava', '3outeille', 'ardyintel', 'ebassignana', 'intelipu', 'lifanshi', 'jey3dayo', 'johanenglund', 'ota42y', 'rmdower', 'vicgalleorg', 'noaltian', 'begonie', 'varunbk', 'tony-sy-liu', 'rreed-sf', 'gg-hf-g', 'rhonin3105', 's-nlp', 'thegamer529', 'gschwind', 'Oguryu', 'saurabhag', 'vishesh8', 'RahulJaikumar', 'mikhail-naumenko', 'kaushikm', 'ZXXiao', 'curso-ia-aplicada-unia-2023', 'nljubesi', 'micole66', 'marksibrahim', 'amcasari', 'yuhuixu', 'chaserileyroberts', 'adam-malek-jb', 'openeval', 'Vihanga', 'rmullapu', 'Claudevdm', 'weqweasdas', 'tanay', 'tcostiga-dev', 'adamsardo', 'schmittythepirate', 'dirkgr', 'zdaxie', 'emre', 'tijyojwad', 'cwills07', 'NovaSkyAI', 'eliotml6', 'aapoliakova', 'cbauinger', 'sunyiyou', 'imryanxu', 'SmartDazi', 'nlpc', 'michaelw-cerebras', 'bkwok', 'ChuckLind', 'apetrenko-apple', 'abcd4321', 'marin-testing', 'ckbjimmy', 'yavorr', 'YaGeonKim', 'siping-nvidia', 'ArnabSaha1996', 'saurabh9495rak', 'mlazos', 'Thomasso0', 'yangchengycdyl', 'msantillancooper', 'Nos-PT', 'gowthamr', 'xingjian-bosonai', 'arpit-sarvam', 'seriousran', 'nnaffar', 'daniel-cerebras', 'ealjalbout', 'xrenaa', 'jimwhf3', 'xrennvidia', 'Dariushuang', 'pbosowski', 'bodhisattwam', 'fqjiang', 'ShinningSparkle', 'hive-ai-pl', 'tramtran', 'alexchen4ai', 'mwolk', 'bdangNVIDIA', 'Tanujay', 'aeros0ul', 'otaviopadovani', 'amupd', 'aleskova', 'Minbyul', 'jaribido', 'Kbenkhaled', 'weihan-nv', 'famesenermeta', 'hisamis', 'wait-for-it', 'harsh1492', 'txtool', 'vibhav-vineet', 'SamoXXX', 'sthyland', 'brianmchugh', 'ALmonster', 'dspg', 'strainflow', 'jessie2019', 'ShawnXiao', 'SandyPerlman', 'Abhishekq10', 'hakanerdogan-google', 'gargijm', 'dylan86', 'guyjacob', 'jcrOrganisation', 'MilaNLProc', 'yongningsheng', 'CarisMu', 'redhairer', 'takaswie', 'asabour', 'tanner-schmidt', 'MHope', 'NihalNooney', 'mkrisnai-mbzuai', 'amd1729', 'khbminus', 'GuivInEdu', 'PallaviPriya2121', 'Yi86', 'ohtae', 'rhiosutoyo', 'swayambhooj', 'sbakshi011', 'romrani12345', 'evieyyc', 'coyotte508', 'zk0178', 'Anishauday', 'MichalMi', 'PiPiii', 'ashaar', 'btakeya', 'igorkonopko', 'asfandyarq', 'LawInformedAI', 'wayne-chen', 'VincentM07', 'SeanLee97', 'cbarraugh', 'sorenmulli', 'YinC', 'opentensor', 'cemryss', 'NibeYEO', 'elitealex21', 'brianchunkang', 'lyyxder', 'gyou2021', 'krissarath', 'fred-silo', 'blakechi', 'ashkamathwork', 'oteret', 'xuanli1', 'maggie8177', 'qc808082', 'Daniel319', 'blouiecuberogcp', 'shilpajo', 'Gmagni', '10xailabs', 'tokenize', 'mohitsewak-google', 'wendyaw', 'aleraganato', 'thefast', 'xinyunz', 'mzyczyns', 'DevonPeroutky', 'NVWW', 'osinquin', 'ShutuX', 'jlamypoirier', 'tongc-allenai', 'kirilenko', 'zhouyu905', 'ashishjain15', 'AI21Nick', 'hannayukhymenko', 'qby10', 'Pavankumar2486', 'HaohaiSun', 'vaccaricarlo', 'alihan', 'ColinYK', 'XuCao', 'sineong', 'ChristopherRen', 'alangunning', 'jgmf', 'szagoruyko', 'long1104', 'ronvolutional', 'tbaldwin', 'anacruzoneto', 'ganesh9912', 'teozosa', 'bkintel', 'marcoscagliola-db', 'ilazimi', 'venk2416', 'JCarlos', 'yinghaoli-yh', 'ancau', 'ellenleahy', 'anuragp-cerebras', 'sdpono', 'GaetanoDibenedetto', 'medha98', 'shankarRintel', 'cwj57740', 'CM', 'mkarvir', 'eagostini', 'djghosh', 'Jessogreat', 'matguzek', 'amyhawthorne', 'manu', 'huangang', 'sushil-sarvam', 'charliech', 'cstraub-unstructured', 'DeDeckerThomas', 'heyandrew', 'vbrow', 'ramonparada', 'louisgv', 'voleerster', 'Hoter', 'errollw', 'privateshare', 'LuisVasquezBSC', 'jethac', 'rroban', 'rsadre', 'Pertato', 'thechosentom', 'rawalkhirodkar', 'aiswaryaSF', 'Jerryzz', 'abhatta', 'aisg-ec', 'blackmashine', 'VSoma', 'omarhass', 'huynhtin', 'kebergey', 'Justus235', 'jakesabathia', 'reciprocate', 'fclieutier', 'weblab-GENIAC', 'daveta', 'rahulpal123', 'ananyasoni', 'rpremsee', 'MultiTransformer', 'RyosukeMatsuda', 'Fredithefish', 'hbXNov', 'rpwillin', 'ktrk115', 'olivierzhang', 'Yanli219', 'p-hoep', 'jrippertchi', 'adarshdenga', 'ashleyleeai', 'lgcharpe', 'definitely-not-cthulhu', 'chunmeilalala', 'pchochol', 'pshahare', 'oserikov', 'LZHgrla', 'MinghaoYang', 'abboaotuman', 'zhangtaochn', 'okarelia', 'saghar-h', 'frgfm', 'tweeter0830', 'XinyiYang', 'benjamin-paine', 'akeed', 'davidhuang-db', 'rmmody', 'mawong-amd', 'PabsDa', 'ldc', 'KosukeArima', 'spombranv', 'DachengLi', 'ksaw', 'siddhiv', 'kangzhanhui', 'alexqxelaq', 'AnnaHaglund', 'cubsuke', 'SatoshiKetchum', 'zsytony', 'bismarck91', 'Tool10', 'bczhang', 'kchemudupati', 'hgpadovani', 'Jackers11', 'alaurent', 'pesayermm', 'BradHerman', 'yangapku', 'isidentical', 'neginr', 'HuFY-NV', 'yng1309', 'thomasrosenhoff', 'anoopk', 'codym', 'freddyw', 'regunathanr', 'fnaser', 'tingyangk', 'danielatgoogle', 'GuoguoLiLi', 'dmarzini', 'livmabj', 'wrchen1', 'FrankC0st1e', 'cmoluluo', 'jeremyneimangoog', 'joelhedberg02', 'Balabhargav', 'ashaver', 'germatron', 'Ac613', 'GyanSinha', 'mramad', 'GLorr', 'Drudown', 'huydt', 'nv-spark', 'NOREASONHHH', 'davideverhart', 'dmoskaoyama-nvidia', 'haodongmeta', 'vshampor', 'CharonBony', 'neelraja', 'jvb01231', 'SneakySneaky', 'sidt-meta', 'ai-research-id', 'duckladydinh', 'chenw-ai21', 'amazingvince', 'iReKo', 'yyli0908', 'PN-0802', 'sammj', 'FranckAbgrall', 'YunxinLi', 'kpleung', 'nabarun', 'riskhand', 'kuncamd', 'eliebak', 'Henk717', 'amanevit', 'kfswain', 'emmanouilb', 'aih1013apple', 'sboldt', 'Anjali-Khantaal', 'tgaede', 'shmpanski', 'anshuln', 'preslavnakov', 'Vicenterivera', 'dchuriwala', 'silsever', 'liuwlz', 'authorfunction', 'arkasadhu', 'doyoungkim', 'Kanya352', 'erwincoumans', 'rtx9090', 'chrispage', 'NvVlad', 'xxiaofan', 'ShekAzizi', 'ChuangDo', 'RabiAbb', 'RussianNLP', 'vivienzhao0119', 'agi-css', 'njeffrie', 'ZhiyuanGu', 'SakuraLLM', 'romirdes', 'amkale', 'wenkunhe', 'rachelli', 'gn03249822', 'messlab', 'pseudopotential', 'philloooo', 'dpastushenkov', 'yramirezcard', 'aatsmp', 'y-matsu', 'SGB', 'piotrzelasko', 'benai21', 'Chuanyang-Jin', 'bilgeyucel', 'andyljones', 'RankLLMData', 'brianhenn', 'apoorvreddy', 'clchuang', 'Alpharetta', 'mateuszrussak', 'sproblvem', 'rasmith', 'kfallah', 'asnassar', 'kjhoon', 'anezhdan', 'asfiyab', 'Huxaifa', 'nanamma', 'jemale', 'faychu', 'nibrady-msft', 'mario-gonzalez-iic', 'jordanricker', 'guoshoutao', 'iVonka', 'mishikawa', 'pawasthy', 'CarolineXuan', 'kumarijy', 'bmckinz', 'RyotaTanaka', 'leo-pekelis-gradient', 'JST-SUPERB', 'Mrinal', 'Azo01', 'shinedays', 'dsikka', 'biddwan', 'alsu-sagirova', 'esalesky', 'zxytim', 'sineadwilliamson', 'xuhaoxh', 'joshprattgooglecom', 'tianshuyuHuggingFace', 'dkolks', 'bjmcglynn', 'cdbg', 'siya2', 'adityatadimeti', 'Johan1985', 'cdandekar', 'AlbertShi', 'nhartman', 'yalouini', 'mkt3', 'annafaferek', 'MoaJoh', 'kamalkraj', 'ducong77', 'sharabiani', 'yijieg', 'zpohlman', 'kimmchii', 'smeadusani', 'feizhengcong', 'heyoo', 'prabhj', 'zhenmin123', 'ssundaram', 'dunbarev', 'Kali06', 'nandaganesh', 'AntonV', 'Baybars', 'miwomusubu', 'balhafni', 'geowhit', 'nitesh-pathak', 'OrlandoHugBot', 'hf-gg-m', 'andrewhkim', 'jpNVIDIA', 'JonnyTran', 'vicenteferrara', 'joeyfoley', 'Shivansh000', 'xyaoNV', 'sleepinyourhat', 'chemicaltree', 'avadi', 'rmahesh7', 'esnvidia', 'gshreya', 'jbegaint', 'jaygala24', 'amiezhangada', 'yizhongw', 'stepyoun', 'chandra-khatri', 'zhouxin2003', 'yugantrana', 'xushengyuan', 'yuxingintel', 'akseli-reunamo', 'QuantumInk', 'xinsu', 'tscherer', 'sfc-hf-pnanisetty', 'ahmetius', 'luke-adamson-apple', 'mattfrederick', 'Buggod', 'vijaysr', 'sule91', 'prasanjith', 'yoo82', 'LeonHafner', 'wave-on-discord', 'samba-xjtuwgt', 'rmsambanova', 'Surajmohanty', 'xikoto', 'daniel-de-leon', 'jojoy89', 'lucy4', 'kkushalmittal', 'wdenniss', 'Striping', 'Yifan233', 'somosnlp-hackathon-2023', 'PerryCheng614', 'lqmorais', 'yifany96', 'markkuG', 'SethKneeland', 'sanjgupta', 'Riouda', 'hxxxl', 'katxu', 'codewithkyrian', 'Rui-2025', 'NDogonadze', 'drisspg', 'azakonov', 'weifonghsia', 'aklife97', 'garyzhao9012', 'aridhasan', 'andsteing', 'Kolvin', 'abeomor', 'Amithan', 'conceptofmind', 'jbottleson', 'kaixin96', 'SiliconYahaha', 'fpt-aic', 'urpetkov-amd', 'ashleshg', 'open-r1', 'titaniumer', 'tpoon-nvidia', 'gustavgk', 'HfSpeechUtils', 'rawll', 'psharpe-NV', 'wangfangyuan', 'monicabiswal', 'kulkarak', 'rasiras', 'superdiao', 'jt511', 'index-i', 'qukaiyang', 'debi-goog', 'hirokotachinami', 'Midorilly', 'nfusi', 'vneralla', 'pquaresma', 'rajammanabrolu', 'yibum', 'cloneofsimo', 'ishwarya98', 'ashish2023', 'gfryns', 'avitial', 'Bianca-77', 'rahuliyer95', 'mrthinger', 'srijanbansal', 'jgoicoechea009', 'bkeyzers', 'zongwave', 'mahsalotfollahi', 'zhiqings0909', 'vbudagam', 'hongking9', 'amartinezsf', 'wulipc', 'AliciaCurth', 'agentica', 'Lebrechts', 'TakumiBaba', 'katielink', 'Silver-G', 'JieZhouECNU', 'Sourav2014', 'mengran', 'manojkris', 'robertoalotufo', 'ssarfraz', 'jpiaseck', 'zhenyanzhang-meta', 'HodayaK', 'hamsarajan', 'HundenSvennis', 'Malaina', 'miguelreyess', 'vijaypavann', 'ShellyYuJJ', 'taniguchi-y', 'einsteiner1983', 'sharadmv', 'Qinghao', 'envedabio', 'smajumdar94', 'jmitch5', 'zlin0', 'DeepPavlovAI', 'sancastolo87', 'HarrySaini', 'samuelrydh', 'vadno', 'Sj8287', 'alexlau', 'hsiaoling', 'veraph', 'zhuohan123', 'stef-zjw', 'sordonia', 'sat1111', 'jirwin', 'Bllossom', 'esoba', 'Warlord-K', 'alexguosj', 'JoeJYu', 'vladislavkruglikov', 'bulu04bulu', 'kkokuta', 'kwanz', 'jezgarcia', 'autoevaluator', 'rogeroger23', 'dgarach', 'paulhager', 'tomotakaito', 'mortenhAtgoogle', 'mot11-elyza', 'FK12344', 'chocho', 'geolocal', 'maeks', 'lucycarey', 'ycxom', 'lingyuez', 'acc-mu3n', 'AnyChars', 'jelyoussefi', 'SakshiJ', 'smiteshsutaria', 'JadeCopet', 'bzmarke', 'wwanarif', 'chasingdiscomfort', 'lberrada', 'Beka-pika', 'OzymandiasLiu', 'sahilsuneja', 'ndey96', 'sandreddy', 'xingzhaohu', 'susmariababy', 'akoumpa', 'Renster', 'carterblum', 'YassiBQ', 'pandeydevanshuh-db', 'LuckyJoeFugazi', 'hoytak', 'rstober', 'baize97', 'Seolhwa', 'slsmith', 'MoosaTae', 'tmio', 'flyingmiao', 'lindawang', 'abhishekravoor', 'chenghualin', 'jinsung-nc', 'rubenhe1', 'nv-acasagrande', 'teach', 'JorgeDeC', 'eli-sa', 'RWKV', 'sylee0335', 'shahbuland', 'oliveiracwb', 'khata006', 'ardamamur', 'jinhaoli233', 'patrickvonplaten', 'haileywestphal', 'he9111', 'hherzog', 'liwen-f', 'loicbarrault', 'amoriodi', 'jzakrzewski', 'matsuo-lab', 'itskevinwang', 'jrs2025', 'rayira', 'JW17', 'younatics', 'houminmin', 'tetiana-g', 'claran', 'philbrik', 'leonorv', 'cxhercules', 'deepseek-coder', 'ktr', 'tatsuropfgt', 'dkaczoro', 'rima-shahbazyan', 'namdng', 'nicolepark', 'pwschuurman', 'pseudotensor', 'youngeunan', 'nishantb-ai2', 'xiongnat', 'sramgolamsingh', 'fhormozdiari', 'wenjieeee', 'whoisnatelam', 'linzhao-amd', 'vishalanv', 'ngaloppo', 'zhangysk', 'dmitrygo', 'imos', 'mpmic', 'tokenizer-eval', 'zzh428', 'cadarsh', 'allan-unstructured', 'p240325', 'bsknobloch', 'evgenabramov', 'pimpalgaonkar', 'SeanYoungxh', 'fengwuyao', 'jiahuit1', 'Aarush12', 'engin-tekin', '1pikachu1111', 'pierrot1', 'ylkhayat', 'franyagoogle', 'secret-testing-society', 'lasopablo', 'tapas-sen', 'jykwok', 'sylwia-kuros', 'rgulati', 'Framedvision', 'oleg-taratukhin', 'cedricbwang', 'zanderwang', 'feibao520', 'junyeoplee', 'kenhktsui', 'hhyhhyhy', 'hkiyomaru', 'liljao', 'fayazjamil', 'mrudat', 'orangedavy', 'Eblaa', 'eienmojiki', 'MelMitchell8', 'lakshayk-nv', 'asdfryan', 'yunmochen', 'BeauPerschall', 'janmariakowalski', 'MAbduAguye', 'jeongin601', 'shangz', 'nkul', 'polluxxx', 'sienna223', 'akshaybathija', 'naem1023', 'evannave', 'Udibarzi', 'RahulKadam0909', 'huggingface', 'hadyelsahar', 'guydada', 'MartinT', 'jscowcroft', 'openlegalai', 'changstv', 'wenbowen', 'susumu2357', 'ChannyKim', 'Aholab', 'DomCH', 'bava-kumaravel-tum', 'Guscerra', 'Shikha3010', 'Takvmi', 'dominicshanshan', 'Sheyz-max', 'joeshirey', 'swetaagrawal', 'jhuo', 'cqyan', 'yazeed7', 'LZR9926', 'jmcrego', 'seriously-bitwise1337', 'rohitknambiar', 'johnysh', 'msyn9405l', 'JosephData', 'ManuelB1998', 'lantrann', 'sf-atif', 'suhaas-d', 'PLaPenia', 'ordinarys', 'mayashari', 'HussainAli786', 'sicxu25', 'KobayashiKanna01', 'rayescobar', 'tyuan211', 'NickCama', 'nishanthchandra', 'mweiguo', 'andrewzwang', 'cdleong', 'krigeta', 'onurvarol', 'richardaecn', 'rsapptest', 'azab', 'sangeetas', 'clabejisa', 'leukas', 'farsi', 'db-thomas-garnier', 'zhangchuanhu', 'frascuchon', 'pkulasekaran', 'matiasmendieta', 'robeceiro', 'sungil-kang-42dot', 'SaveBertAndGpt', 'chenxinliu', 'adim', 'ychao-nvidia', 'mbeltur', 'candancetin', 'Mosaic90', 'bigscience-catalogue-data-dev', 'yossio', 'GoldKoduck', 'Zikui', 'davidalbrightai2', 'kimyoungjune', 'schwarzschild', 'mingshan', 'montholscbx', 'Bainbridge', 'yutaozhu94', 'fladhak', 'yuwenz', 'MagnusST', 'rbroc', 'willdzeng', 'kojinishiguchi', 'ajayadav09', 'zhenhliu', 'busetde', 'akaashr', 'zpn', 'gagan3012', 'kitsing', 'Aspr', 'jnvk', 'fzmu727', 'ldhulipa', 'artemis13fowl', 'IshikaK', 'Prachibm', 'lucyknada', 'JeffreyXiang', 'seagul96', 'AkivaSkolnik', 'AdoyAI', 'viiik-inside', 'anwarvic', 'bleysg', 'mrm196', 'jamesjwu', 'yziser', 'Rohanav', 'Memogamdd', 'vanbasten2323', 'brktas999', 'sashm', 'iseeyuan', 'quicksilver0311', 'hanyubigfly', 'acesri', 'huckiyang', 'rautprasanna', 'BoLiu', 'Xouthos', 'tusharguptag', 'cosmoquester', 'cillyflyxu', 'yintongl', 'Conversational-Reasoning', 'harmdevries', 't0rn4do', 'Qianguo', 'DanielSc4', 'dezmenn95', 'laurakhot', 'kvadithya', 'kobkrit', 'rapetroa', 'tgshore', 'jaygu2', 'vaxelrod', 'abedaniels', 'Ellabraide', 'varun-db', 'danielhanchen', 'BART-olo', 'kdao', 'Tim666', 'noahrose', 'wangzhongqiu', 'desorenia', 'ghhugg123', 'romang-ai21', 'fmahvar', 'joshika1087', 'condor-brian-yu-nexusflow', 'LetheLll', 'LTan229', 'phil-os', 'kouhwata', 'shinyanishihara', 'abangiolanv', 'kmcgrath', 'markstur', 'alxef', 'LLucas53', 'masahikon', 'hwang595', 'Yonatan-Bitton', 'OliverWardas', 'xsxszab', 'karnakar', 'kehanlyu', 'CarbonLover', 'hajoki', 'shaoyent', 'taranetsdan', 'tcline', 'mmarimon', 'pcolonhernandez', 'junya-takayama', 'Wayne20231024', 'mywoodstock', 'eganhong', 'ashwinbmeta', 'chengrongl', 'beltagy', 'linlinlin123', 'zhihaoshan', 'yxgrace', 'emailfrom', 'Tesslate', 'wuruiwen', 'asachdev', 'lakshyaa-choudhary', 'linoyts', 'willblock1', 'emilyreif', 'Cocoacopia', 'Clement1290', 'soufianechami', 'cfiken', 'maramburu', 'ilopez077', 'zhangkaihaha', 'saydemr', 'jaimebz', 'akirasasaki', 'SetFit', 'muthumano', 'NvNickE', 'kgoogle', 'nvscottreed', 'orkhan-alikhanov', 'jpy', 'baiyanlali', 'ShockBuzz', 'shaunkane', 'valich', 'danielhe2024', 'mohitsha', 'mbowe', 'aurorasss888', 'como83', 'smaksimov', 'isremy', 'Staplet14', 'ivanfioravanti', 'ak14', 'maryameee', 'stas', 'Sunny111', 'Nateb22', 'arunadandu', 'ceccurr', 'mber', 'rkakulam', 'morugan', 'diqiu7', 'prithu-dasgupta', 'dahara1', 'rostlabearlyaccess', 'XHZhang', 'magnatelee', 'YINYANGXIANSHENG', 'fzapfack', 'atfreij', 'Japerama', 'JuliaKreutzerCohere', 'Hongxing001', 'bwuu2', 'PolarBear', 'mmoynihan', 'Superdevs', 'llleroy', 'rbarranco', 'mkjung', 'tshubhamx', 'amolfasale', 'AoZhangNV', 'karanc1729', 'dbolya', 'wpoelman', 'Karywjh', 'jinwoo', 'hunkim', 'snyderitis', 'alay2shah', 'annxingyuan', 'kfrancischen', 'rggdmonk', 'loy870', 'OdiaGenAI-LLM', 'causten', 'twmmason', 'dustalov', 'Lawrence-cj', 'yujie-ovo', 'rom1504', 'verachuang', 'Lmxyy', 'jrmfg', 'ishantrip', 'giriraju45', 'kfir-h', 'michelwong', 'simtin', 'musicaudiopretrain', 'basma-b', 'takaoka0655', 'gprillgoogle', 'anatu', 'Ornaments', 'vanwijck', 'roshandathathri', 'ariakang', '0xKrypt0r', 'relee', 'ca-kishida', 'TimothyCzp', 'Dofrest', 'eriks0', 'jsaurabh', 'AnandKodnani', 'edadkins', 'egor-bogomolov', 'OlgaGalchenko', 'ericqumeta', 'somefhuser', 'hanseokOh', 'nathanyu', 'CTY-HF', 'biglam', 'lzdunows-int', 'kaufman-eli', 'tbyted', 'tingcc01', 'Colinsdf', 'rgadgil', 'rvuia', 'Pwicke', 'ychenNLP', 'georgegu2024', 'Aldrich', 'boconnor', 'datajohngraham', 'rgres', 'ylacombe', 'apanteleev', 'ChristophSchuhmann', 'atty-openai', 'sdtblck', 'mserhanciftlikci', 'kahkeng', 'nvidian', 'nvadigauvce', 'saurabha-126', 'Akiyosh', 'saiteja64', 'Davis', 'xiezipeng', 'Gastron', 'teofeliu', 'IkariDev', 'STPametni21', 'maharajal', 'msm12', 'lohra', 'SmallDoge', 'thomwolf', 'BalajiMS', 'Risrivastava', 'hvrsalovic-intel', 'gabemonroy', 'jasonnoy', 'rfrittelli', 'TongYuu', 'JosephPark3002', 'DavidCheng', 'jbregli', 'jthr3e', 'YoshidaTakahiro', 'muntasir2000', 'srogawski', 'dzagieboylo', 'jamaliki', 'SatyaV', 'zhen-dong-nexusflow', 'mahmutyilmaz', 'mutsumisasaki', 'leonardomxm', 'FredrikLofgren', 'yunranxiajuan', 'louisbrulenaudet', 'jianshuiyu', 'kezhi-nv', 'Yusuken', 'Donya', 'WueNLP', 'epetersen-google', 'ggmarga', 'apexci', 'hanguo', 'young01ai', 'proxectonos', 'bluezora', 'victorjouault', 'vonewman', 'bennylim0714', 'Hamilchin', 'maxkohdatabricks', 'markmims', 'xunavy', 'rafaelchaves', 'cfwelch', 'beyzaermis', 'ohazai', 'Zejun1', 'IanMagnusson', 'rwakayama-sbint', 'data-delve', 'onegunsamurai', 'di-zhang-fdu', 'gareyes', 'qiang10', 'Joocjun', 'sicer', 'pthombre', 'arupsarkar-sfdc', 'uahmed93', 'lcrawford', 'TobiasPitters', 'mmuffo94', 'afilby', 'seanses', 'Lball', 'jb343756', 'schifftyrone', 'dahyeio', 'Mofe', 'deepakn94', 'tanvi17', 'atwamahmoud', 'dhey', 'defqoon', 'Deovrat', 'jackytack', 'kimgyujin0902', 'M-A-D', 'pao2', 'fenixerrante', 'Gree606', 'VarietasDelectat', 'cheulyop', 'kunaldhawan', 'jiaganc', 'training-transformers-together', 'wasiuddina', 'HannahLi', 'sophiamyang', 'monaldoj-db', 'sywangyi', 'mingranw', 'rlakhtakia', 'deprem-ml', '3thn', 'zhanhaolan', 'SrikanthChellappa', 'kbrgg', 'dust-60', 'CongWei1230', 'bolianyin', 'JosselinSR', 'ang-s', 'gleibovich', 'mmapple123', 'cailang', 'lwathieu', 'mnm141987', 'GopiUppari', 'richardgaus', 'wencke-lm', 'soumitraj', 'fast-rally', 'zarathomas01', 'venuszhang', 'tfshaman', 'miticojo', 'ohen', 'mapodaca', 'timpal0l', 'danlevingoog', 'deepsetFlorian', 'Osde', 'cigrainger', 'adarob', 'data-is-better-together', 'nnajdova', 'mnzunda', 'franchesss', 'cjlee42', 'dmarron', 'emavrou', 'rivagore', 'badhri-intel', 'drewbr', 'paralym', 'reo-kambayashi', 'YufengCui', 'nersonu', 'Loapmudra', 'ajt505', 'ffalll', 'ZeyuYYY', 'bfarnham', 'ryhumble', 'burren', 'MahmoudNV', 'rwmyers46', 'Iceclear', 'lacora', 'huyle1611', 'ellontop', 'gabrielclark3330', 'StanTechAddict', 'lz1bytedance', 'ichiroex', 'raiyan11', 'zhaixingker', 'AntonYalyshev', 'ArgyroTsantalidou', 'avishmidman', 'kuperliu', 'arvind-sarvam', 'wtmlon', 'mattyz05', 'MichaelTock', 'liuminwen', 'mswanberg', 'kuemag-tum', 'dclinton', 'bachem', 'MalayN', 'LDJnr', 'MiguelPeralvodb', 'miadong', 'ARKamaliD', 'jfsantos', 'westondrifka-db', 'elbayadm', 'komi-taliensis', 'mpozniak', 'Savannah120', 'alexmarques', 'renatogn', 'nvijay', 'fareedsheriff-google', 'liswei', 'evaluate', 'jingxuan126', 'MehrnazAm', 'cariai', 'jugal994', 'ekaterina-blatova-jb', 'alistairhunter', 'ericchin', 'DGIRE', 'intel-bopeng', 'michaelowenliu', 'bernardhan', 'Solidius', 'mrutkows', 'bmissaoui', 'Hongiiiii', 'nvalan', 'ajude', 'mmularczyk', 'xiaozhoupy', 'ruoming', 'sweishun', 'zhengtao-L', 'Silv3S', 'bxbxbx', 'aloobun', 'y-ler', 'YilongGuo', 'lukecq', 'NicholasSujecki', 'Thora', 'okanr', 'hmkulkarni', 'AoZhang', 'speechcolab', 'RamReddibathini', 'hf-internal-testing', 'theAIguy', 'oyin', 'michellecasbon', 'vijayjohn', 'mxdu-db', 'BAJUKA', 'anjeffrey', 'vibhora', 'pdublish', 'gahan9', 'Delta-Vector', 'ryuichikawasaki', 'Yuminosuke', 'fcecconi', 'justinelin', 'emrebagciturkcell', 'lobe7', 'vineet96', 'JianpingChen066', 'giuspillo', 'PatrickSui', 'Jeronymous', 'importpandas', 'AleksCallebat', 'kplucinski', 'ftian', 'YoniArki', 'souvik-pratiher', 'jacheung', 'HF-Party', 'samlin1', 'sternb0t', 'ulithecat', 'liangzhang', 'hzjane', 'dycho24', 'nv-ayoung', 'dholmer', 'KhoaDNvi', 'curt-tigges', 'WilhelmH', 'm3at', 'xiangxiang1977', 'EP01', 'bcnguyen', 'tushar-work', 'luciusssss', 'versegg1994', 'ShereneM', 'hmeigoogle', 'Kyriezfz', 'Sshubam', 'rdodhia', 'jiahuang-5', 'LinhIcey', 'holtskinner', 'yanshengqiu', 'iGenius-AI-Team', 'leeboonstra', 'vasista22', 'aaronhunt-nv', 'meghan16', 'alecm-cerebras', 'yg-dbx', 'dhuntsperger', 'AlignmentLab-AI', 'albertcanig', 'fchern', 'mbautistamartin', 'dennisschultz', 'Seungbin', 'LucasMP01', 'dphuang', 'vivianvarela', 'aneugebauer', 'LNIU', 'liuyuyuil', 'aviverma-openai', 'shanmugamr', 'RichaHanda', 'acolaco', 'azetilov', 'dwatrousgoog', 'diffusers-tools', 'saurabhdash', 'orangewong', 'm8than', 'mori360', 'saikolluri123', 'Cha-Imaa', 'pahakurki', 'gdmrino', 'rmore2', 'horatio1701d', 'liangoaix', 'larsbun', 'ameyakhasgiwala', 'lmoros', 'luispreciado', 'jbartlett', 'nghiahieunguyen', 'adenzer', 'usti', 'henslaac', 'sganeshh', 'Ding1234', 'Magnus711', 'msurapaneni', 'asi', 'Elvinzhuca', 'Yitelu', 'sahityajain', 'fryangoogle', 'lssj14', 'HelloKarrot', 'zeeshanpatel', 'ashumak', 'm3741', 'qqyutaka', 'P01son', 'keshavsanthanam', 'IlyaLoshchilov', 'Defu96', 'liangintel', 'VLM2Vec', 'zichaoyue', '2catycm', 'NSB', 'lo5', 'hyunwoongko', 'mpolski', 'HakimHacid', 'psaha21', 'aarbelle', 'jaeminh', 'wietsdev', 'ImDirtyDan', 'orvararnorsson', 'AISG-Alvin', 'Yuqi-Zhou', 'pbahr', 'MartaPunsola', 'paolacortes', 'weichunglow', 'MuharrirAI', 'luizsantos', 'iwiwi', 'jiangbop', 'minsooKhang', 'n-kuroyanagi', 'JelaniThompson', 'kitloong', 'MaxW00', 'msu-rcc-lair', 'dempringham', 'ngaur1008', 'graaceshin', 'CPFLAME', 'denisko', 'zoranradovic', 'sliick', 'asrivastava54', 'manav-kasare-rakuten', 'pedrosalgueiro', 'KObinata', 'Aman1215', 'bbianka', 'abnercosta-gcp', 'auroraBite', 'jackhusnow', 'roopalgarg', 'ControlNet-1-1-preview', 'blester125', 'sunoivf', 'JungHun', 'zechunliu', 'tsg-intel', 'ramiwilson', 'msablotny', 'szabadka', 'techviking', 'DavidNguyen', 'emimizu', 'howe', 'LIMIdekawa', 'chengrun', 'ajb85', 'aragorng', 'snandan', 'mikitttt', 'ocisd4', 'jheravi', 'PiusC01', 'yyxue', 'SRai22', 'jvamvas', 'porupski', 'sf-phalama', 'viv', 'amiedd', 'zacklew', 'yeonbok', 'ZWProj', 'cpnv', 'jaio98', 'leegao19', 'Dannor', 'donggyunkim', 'andresvv', 'kodybartelt', 'liang1fu', 'johnsonliu', 'Black-Ink-Guild', 'bbitterli', 'ltsstar', 'flyingdot', 'aditya716', 'miguel-soto', 'raphaelsty', 'keshavsomani', 'mgkwill', 'priyam-google', 'soyman', '23rd3n', 'dlyakhov', 'sliuau', 'Gorgarik', 'cassanof', 'taotod001', 'marcin-swiniarski', 'Wi-Re', 'clibrain-portfolio', 'pdmack', 'btad25145', 'MixologyTeam', 'shekkizh', 'AlekseyKorshukOrganization', 'QuarkHolon', 'matthieumeeus97', 'Kokohahakuku', 'abdulsalama', 'stan-sf', 'qq617314027', 'sahel-sh', 'kbleck', 'gsider', 'bergerr', 'stsokolo', 'wenkel1x', 'ajmenezes', 'brianraymond', 'samleeasus', 'Pb314314nv', 'NSavov', 'Jofthomas', 'HenryHua2024', 'Madjakul', 'tc-hf', 'chandanrajah', 'ndenisova', 'vivianhf', 'alexflutterkyh', 'hazemhajj', 'O-T', 'falebachew', 'UniversityCollegeLondon', 'tanveersingh', 'Renu11', 'esather', 'isabelcachola', 'jssfdc', 'sklingler', 'zesongw', 'pjudd', 'nicouyang0428oytx', 'amurauyou-nvidia', 'thushan-ganegedara', 'arift', 'yhlin', 'ranganathkrishnan', 'iyuge2', 'seokjuc', 'limsugiura', 'tsteinletum', 'nreamaroon', 'darianb', 'hiralpatel', 'Ishitaagarwal', 'dpgogo', 'weicandy', 'KerwinJob', 'pszemraj', 'mkhadkevich', 'mathematic', 'akasharidas', 'william-efstratis', 'ryanyard-sn', 'jialiucn1981', 'carlosrosash', 'sagorsarker', 'jonnycook', 'npiroozan', 'egor1832423', 'federicocosta1989', 'itamar-ros-rauch', 'NobodyExistsOnTheInternet', 'Peach-He', 'abhigyan-sarvam', 'rullansabater', 'Kuberwastaken', 'AbhiNVIDIA', 'hdib9', 'lauragustafson', 'krsnaman', 'stm4', 'haimbarad', 'znimeta', 'pawelf-cerebras', 'WindyBirch', 'KenJamesTeal', 'seanj5345', 'HFLAY', 'bencoppin', 'RKasana', 'asaintrequier', 'KomorebiAI', 'j-jendrusak', 'yyyyyyy10892', 'caihara', 'WarlockEL', 'Daphne123', 'GeekAgents', 'OLMoE', 'justinran', 'satishiyer', 'yota2024', 'pnacht', 'igooch', 'ryanymt', 'bys0318', 'lucasjxhe', 'yashmadhani', 'tanay-sarvam', 'snk4tr', 'Wizmik12', 'jolucas', 'szr', 'kawinduwijewardhane', 'jraramhoej', 'derymax', 'morgandu', 'AsterDY', 'yulongc0', 'akashgokul', 'jeseung', 'apsod', 'saied', 'nzolman', 'tomoakitomi', 'royiluo', 'jwyang001', 'carolina-c4ai', 'alexey-belyakov', 'tezheng', 'alexg33', 'Europa', 'TianyuZhang', 'torsli', 'gmerayo', 'rgangele', 'bakho', 'pamela-p', 'Julia287', 'erichutw', 'tyarkoni', 'VKT0369', 'zzhhjjj', 'gabibguti', 'vaishnavh94', 'Taliawlevy', 'wayan-work', 'StevenZHB', 'trantalaiho', 'MoElrefaie', 'bommidis34', 'hcordobes', 'lixin4ever', 'aluminumbox', 'nv-kmcgill53', 'UShivani', 'paultimothymooney', 'FeiLLL', 'iamwyldecat', 'BDM', 'xi0v', 'rs845', 'ifahim', 'NeoByBy', 'shiza-fatimah', 'shank-hiremath', 'egonczeruk-google', 'kyamagu', 'AudreySun', 'pq43', 'R1ckShi', 'aghafarihash', 'pierrelf', 'himayank', 'shimoda', 'YWaly', 'sunshinehe', 'JeongHeo', 'Mtsuboya', 'unawarecopybara', 'sungjunhan-trl', 'mtaveras', 'kloudvoj', 'veronica320', 'JUNJIE99', 'singletongue', 'cjy2003', 'fredric2010', 'Rgrunnet', 'Gaurav2707', 'amansingh99tk', 'ksaqib', 'Yonitg', 'jerryrhyu', 'inigam-apple', 'sizzlebop', 'tr-dataset-creators', 'Raushankr', 'wangzhiyong', 'prithivMLmods', 'dcristobal', 'rwkv-x-dev', 'ailuckydog', 'unaidedelf87777', 'gautierviaud', 'mimir-project', 'virginiakm1988', 'jcr10', 'salesforceai', 'jubetz', 'Khanumair1695', 'iknow-lab', 'karmake2', 'bobalbrecht', 'nivsivakumar', 'ShizhaoSun', 'abhijit-two', 'amiriparian', 'souvikku', 'psabhishek', 'caburact', 'george996', 'TheDax', 'prt66', 'otter-x', 'rustylynch', 'Mixtiles', 'mdh98', 'srikanthramusf', 'jorge-piedrahita-snova', 'ggtz', 'bookbot', 'cassieesvelt', 'Guhaobytedance', 'KenjiLee', 'shtras', 'TAPSinoceJ', 'omgoog', 'maximn', 'jmshen', 'cdgamarose', 'delta-pfn', 'isllmsmart', 'shreevish', 'kctan', 'tzxgoogle', 'callbacked', 'abhi110204', 'erikrit', 'Daniellonnberg', 'sagapranav', 'andreasmadsen', 'Divya', 'devleenadas', 'cwharris', 'kzawadzka', 'mak99773', 'dclure', 'asmarnadeem', 'GaryBIntel', 'macro-rs', 'TeetouchQQ', 'pgoode', 'dankank22', 'soldni', 'amaschinot', 'yejink', 'shivamsinghal1', 'floleuerer', 'ScottJWalter', 'IsakLiljequist', 'whitphx', 'aith-waip-nen', 'debojp', 'luisastellet', 'jmccall', 'eddengerber', 'pranjalchitale', 'DamonFool', 'ukannikaamd', 'hidecloud', 'rm-openai', 'fediry', 'PayalIntel', 'ksh-19', 'aromana', 'Baladatabricks', 'muli', 'rkarimimahab', 'Mehyaar', 'Oscaarjs', 'Kapai', 'riacheruvu', 'wesleyjiang', 'salmakam', 'wendydevore', 'stevenchen00', 'kmjatmeta', 'loganr89', 'mlee981001', 'suralk', 'Simon-LingoLooper', 'kenta1984', 'phtran', 'Kyumeo', '2077AIdata', 'chunzhao', 'Pierpanfilo', 'rusheeliyer', 'krama1234', 'joakimv', 'Muhammad18557', 'lilianyw', 'tombagby', 'claireroberts', 'lgovedic', 'tiger100256-hu', 'cesare-spinoso', 'Vanadio', 'davidchun712', 'haozhcx', 'jeopardyscript', 'JasperHaozhe', 'uralik', 'Darius07', 'falgunipatel', 'qsh-zh', 'marcy08', 'nikolaipalchikov', 'intelaiaraymond', 'MonteXiaofeng', 'Steveeeeeeen', 'yixuan-99', 'mkananizadeh', 'zainimran', 'willKim', 'lightonai', 'mziyada', 'junmingcfw', 'vamshi-nova', 'mohammadharis-baig', 'vperot', 'andreamad8', 'BrianBratonia', 'pratool', 'cirquit', 'yennie', 'kiwonlee', 'YF24', 'marcodel13', 'bgb3', 'cfli', 'kattyding', 'smcproject', 'jiwasawa', 'gnroy', 'cnchan-google', 'momo199', 'niemanmi', 'mmbazel', 'crystalpr', 'hnanacc', 'thesuperzapper-nv', 'biocalme', 'harveyqiu', 'dphnAI', 'shreyagoel', 'yy616', 'davidsong-bd', 'maddyh', 'coooral', 'larsliden', 'Jeremy1cruzen', 'LinusLarsson', 'SinclairWang', 'wennaz', 'mariecwhite', 'jsadlfj', 'biswajitism', 'daria-ai', 'dimitadi', 'ahassani-nv', 'taejinp', 'joshkindo', 'YossiKendel', 'ClemensCV', 'VeronikaLaippala', 'chengj1234', 'lamaahmad', 'SmolTuners', 'fabio-rosenthal', 'cl-nv', 'ArnavPalkhiwala04', 'Yoohao', 'SpinOrbiter', 'oierldl', 'amparocanaveras', 'wbruinsma', 'falca', 'gojiteji', 'jianxiah', 'tjwebb-google', 'vkb1', 'MantaAI', 'ariagalzi', 'KittenRoll', 'dongweikuo', 'shoeybi', 'guanbaoo', 'vasawant', 'bricox', 'cxiang-nv', 'nicknamejiangji', 'ahellander', 'zuminghuang', 'TheGreatRambler', 'rasto-jb', 'mcraptis', 'jinishs', 'matador0T', 'Naozumi0512', 'PramodhNagaraju', 'jae-sai', 'kaj', 'daniiljb', 'project-german-llm', 'somasekar278', 'abdulahadin', 'luzig', 'lkevinzc', 'raj77sekhar777', 'mmotohas', 'aehrm', 'gsmyrnis', 'dtretyakov', 'Alephrin', 'ncoop57', 'FurkanA', 'Raaajma', 'beurkinger', 'dmcabrera', 'JiangboX', 'aalthnian', 'ryan-u', 'miyoungko', 'Sha21', 'mmarone', 'Mingxiao', 'JianqunJason', 'chenmaol', 'yuhailiang', 'Mingqi2', 'smsandy', 'RickyShaw999', 'igarg', 'ekurniaw', 'pmudgal', 'kislaykishore', 'bhuvan-nv', 'catpp', 'thomas-yanxin', 'MotifTech', 'mmhp', 'zoe32', 'sakaltionnx', 'adewynter', 'Exalake', 'lukasgross', 'carson-together', 'dolphinweiqi', 'arnauld-a', 'alebagnato', 'asousaraujo', 'wanng', 'snova-edwardm', 'ALuyts', 'pavani-sarvam', 'abkulkarni1973', 'jjinseo-argolis', 'pmsavano', 'WaterKing', 'rsexton', 'ronebrandao', 'benj79b', 'majchrow', 'jc093j3k', 'newtleibniz', 'myeongho-jeong', 'sonakship', 'divyaramnath13', 'maheshkmsnowflake', 'yuexiang96', 'joseline17', 'patricklabatut', 'iOsj', 'gevang', 't1101675', 'zyfan2000', 'sanskar-pandey-sarvam', 'unixpickle', '1a1a11a-snow', 'arnaudlegendre', 'Shivapriya', 'antihoney-code', 'gazran', 'Cas-Warehouse', 'Zeyu', 'eashtianjr', 'ingerman123', 'Nune1', 'mkumari', 'yagilb', 'nev', 'CiCiiii', 'JTBTechnology', 'TokibaCA', 'answerdotai', 'hannahpierce', 'ccsasuke', 'wubingheng', 'yuhuizhang', 'CatHairInMyMelatonin', 'kunterko', 'estrangedeng', 'asd123www', 'jeward', 'ntran1', 'wrightk', 'youkaichao', 'pkudavid', 'afsinakin', 'samanthahe', 'AiphoriaTech', 'agreenb', 'lingzhi98', 'fmplaza', 'yinuoy', 'Chunte', 'Abdelnor', 'arshiaafshani', 'RonnyV', 'RyanMullins', 'jcostello', 'jizhenlo', 'theycallmefm', 'ychou-ai2', 'sabarinx', 'CoderDogeIntel', 'dperna', 'zzatkin', 'ga53tan', 'jaindeepali', 'vernadankers', 'jb-mikhail-shagvaliev', 'vlraducu', 'ykhwang', 'kira', 'atindraj', 'Hcompany', 'orlygonzalez', 'Victor49152', 'matthewpwilson-ibm', 'dariakryvosheieva', 'mayfly0', 'pbhagwatAi', 'chongba-double8', 'brookwu', 'dangkai-nk', 'daharing', 'whye', 'LASTDANCE', 'dmatos2012', 'fpnBytedance', 'Juany-nv', 'Arron1Wang', 'danDL', 'rajeevp', 'rasapala2', 'guangphu', 'ga87vux', 'alanz2024', 'ifed', 'anavp', 'jgutter', 'marcinro', 'ssesol', 'Sehaj192', 'XaviXva', 'Owenngt', 'erik-grundstrom', 'rishizeki', 'hanzhn', 'mefong', 'Zhangsenjie', 'roelbers', 'mzhaom', 'takahiro-shimizu', 'tecvan-fe', 'gnail', 'jwhuggingf', 'pknowlesnv', 'neharaste', 'tbray', 'fredzhao', 'chooilan', 'xianning', 'tinowells-gcp', 'sdcn', 'OmerHadad', 'huydhn', 'dvorado6', 'krithikas', 'byte-win', 'bdu91', 'Cas-Archive', 'marik0', 'k-yam-tohoku', 'saleemh', 'oooooorange', 'annekaffeekanne', 'Yantong-Wu', 'maxwellyu', 'ceci3', 'marverlises', 'minhducvo', 'ashors', 'coframe', 'adiciic', 'sumvegmalik', 'gdaniele', 'ShiyuHuang', 'helloworld-S', 'ShankarReddy', 'jhonsonlee10', 'tawseefh-cerebras', 'luchung', 'Zasha01', 'assafvayner', 'aparland', 'cjarvis-oai', 'joemienko', 'flecuyer', 'dim', 'Jonfl', 'yomoginna', 'kisate-team', 'jakubjasinski', 'Atotti', 'rajanm', 'amevec', 'nvegesna1', 'postersumorg', 'talolard', 'Juneruolan', 'bingnoi', 'jsonifize', 'Carolzy511', 'jankarpa', 'anunay999', 'raynv', 'leninangelov', 'sigmoid', 'nicook', 'jpuyot-nv', 'irejwan', 'SauMishra', 'dclm', 'mbani', 'hanori', 'LianghuiZhu', 'nafar', 'pedroholanda', 'daviddcox', 'RefalMachine', 'ZhangShiqi2020', 'weiqingw4ng', 'ZiAxTUM', 'ajain6', 'Jade13', 'skoppula', 'ilacunza', 'danaaubakirova', 'simonefrancia', 'Eric3200', 'auitumnc', 'christophalt', 'realzheng', 'yogaAI2025', 'kubernetes-bad', 'Jaber2024', 'RunyiY', 'tjlu', 'nickelshh', 'mbib', 'cubbins', 'BinXiao', 'Robmarivela', 'ttakahashi', 'ben-schmidt', 'alokpattani', 'dev-boy', 'yinzhenx', 'Vidhi-5794', 'microsoft', 'grandiose-pizza', 'skitic', 'SubhanAli', 'agarwl', 'yuvalba', 'AramSo', 'Jay777666', 'federicobucchi', 'Zhenru', 'jacobkahn', 'gerbk', 'stevinpan', 'ptredak', 'kmyoo', 'EmersonYCH', 'jxuhf', 'tasavat-elyza', 'daweih', 'jinsungy', 'UdiKarpas', 'HumlabHenrik', 'Zhiminli', 'mbalint', 'sayyyyaka', 'aswamin2', 'hungnm', 'masapasa', 'nnagrajrao', 'carolinmschuster', 'mexade', 'mpjlu', 'abejataguro', 'mattmazzola', 'catchmeifyocan', 'jswartz', 'yating123', 'youssefhafez', 'tengfei09', 'ManuelVogel12', 'trevor-m', 'testhugme', 'nderuytter', 'martinbma', 'IsseiHiraoka', 'ferya', 'merthidayetoglu', 'krishnadapple', 'pranavmistry', 'JC23Xie', 'aiPPP', 'marslanm', 'deepvars7', 'byronwhitlock-google', 'cmxu-byted', 'aps6992', 'keisawada', 'davidjesusacu', 'CodeWorker', 'rikkaapple', 'zhiw', 'clonefy', 'm-dubie', 'HugSib', 'straybird', 'xiouge', 'davefsteiner', 'nikhilrana', 'mahyar-najibi', 'kunalmah', 'rimusa', 'thhaus', 'sopiru', 'davidtappy', 'meta-llama', 'geulgyeol', 'Jenechek', 'jsaizant', 'yaeliyac', 'zeeshaan-ai', 'rwightman', 'kayap', 'IntervitensInc', 'emmacall', 'EnzymeZoo', 'endomorphosis', 'itsgokul15', 'Full-OMR', 'Pawel215', 'vamiller12', 'icolbert', 'ajahanba', 'yicoreen', 'sunhaoqqq', 'z-y-m', 'Mosaic-glasses', 'sgugger', 'wayne1chen', 'txmy', 'manikantasanjay9999', 'vladkol-eqwu', 'yaoguang233', 'JjjFangg', 'sadhviii', 'thusharakart', 'ashwin-vaidya', 'darren236', 'SoCalNLPWizard', 'mrdrozdov', 'JonZhang9636', 'VivZoid', 'jeffpeng', 'DBJus', 'ajaysaini235', 'zeromhzhang', 'barshow', 'maowei117', 'mjkmain', 'sanThomas', 'africa-llm', 'sochoa', 'mferrato', 'Yuusuke', 'jcmei', 'jarvism-nv', 'hyx21', 'LLM360-MBZUAI', 'FfFfM', 'forer', 'elbyllane', 'educational-summ', 'OrionStar01', 'grgustaf', 'viirya', 'izzyleet', 'ueck', 'C0rpi', 'Noddabodder', 'xiaotia3', 'MortenKP', 'ReshmaMaryPhilip', 'wuliang-google', 'avisokay', 'cecilia278', 'yurikoh', 'zeynepgulhan', 'Syahidgoog', 'Brandon6513', 'm-madireddy', 'fverac', 'bgbgbgbgbgb', 'radev', 'mkr-ml', 'shogomuranushi', 'yliu279', 'kefirski', 'hoogler', 'mics-nlp', 'dtrusov', 'renzhiji', 'hliuapple', 'TheAutoMan1ac', 'erikkaum', 'Morty-SNM', 'tpeng726', 'bigcode', 'TFlowSF', 'sigalr', 'PratMaha', 'teelinsan', 'plow', 'hadifute', 'frontierai', 'iMeanAI', 'heyjamesknight', 'yhshin99', 'rupliu', 'ivrejchik', 'raphaelmerx', 'manashd', 'rohitsun11862427', 'Andy3times', 'galco', 'rissingh', 'zhengwenzhen', 'mbartolo', 'TanyaLangevin', 'SunR1s3', 'ljvmiranda921', 'jhyapple', 'yuxifeng', 'wilsonyhlee', 'Robin-Han', 'koneysaikeerthi', 'dome272', 'SaltyPeppermint', 'wenlong2025', 'pikaminski', 'Elisavetat', 'faaranmo', 'haruntrkmn', 'AI-Workloads', 'llm-tum', 'azinman', 'ber0i', 'hsseinmz', 'shashankMosaicML', 'yuyanpeng-google', 'nanidafvck', 'abdullah', 'pwolnows', 'Qwen', 'PapaGoose228', 'pgarbacki', 'spaces-ci-bot', 'zer0x90', 'killerfish', 'yucedmeta', 'maartenwiese', 'yokiguan', 'tstadel', 'vijayth2', 'hangyeol-yu', 'parummisri', 'saianuroop1704', 'wvillano', 'AndreSlavescu', 'aharpster', 'cpschultz', 'shuang2024', 'devon-kindo', 'seiichiinoue', 'mwang101', 'RazAlon', 'Xiaoming-blade', 'adithisatish', 'nhira', 'SnowMasaya', 'nwlgoogle', 'aterado23', 'MaxLSB', 'zhouxu', 'FIwaki', 'soo-x', 'nerfies', 'ellboh', 'ethanML', 'rhastie', 'anaglas', 'akadambala', 'charlesw3', 'amanda103', 'sliuxl', 'RockyMtnBri', 'LucaCalabria', 'ubospica', 'anup1912', 'gg-tt', 'ahelk', 'christian-hiebl', 'mjankowiak', 'amalad', 'wdxu', 'baichuan-inc', 'richardmml', 'Carver', 'Frollamma', 'urzebra', 'eugenesiow', 'shf123', 'liupeng9966', 'alex-steph', 'victorapple', 'okuchaiev', 'manojdatta', 'osaarikivi', 'grahamwhiteuk', 'Huu', 'crystina-z', 'Ericw1024', 'nm-testing', 'blchu', 'eilaeg', 'nosuchjihyun', 'jismailyan', 'BramVanroy', 'maximkn', 'rtrm', 'zetianli', 'mainakmanna', 'abhishekkagautam', 'JessicaOjo', 'yvesconst', 'nakamoto-elyza', 'AlexS-G', 'Swetakanta', 'yizhezhang', 'FHaouari', 'srielite', 'vtchen02', 'bhaktipriya', 'delong-chen', 'girishs001', 'tyxcat', 'WangXiaoIntel', 'bnjmnmarie', 'lsgs', 'Adiack', 'MinglanLin', 'infomedia-ai', 'amdeep0', 'MasaakiKotera', 'Yinxi', 'connorbrereton', 'takayoshi-s', 'meta-math', 'chickenrae', 'PrakhAI', 'wudanzy', 'GokulNC', 'msvensson222', 'Virtox43', 'bdqnghi', 'MariaFjodorowa', 'shawnyan', 'yuli-aisg', 'nvsk', 'rlatigo', 'rcp-meetings', 'kukutz', 'eeeejjj', 'preetham1104', 'raiamit', 'aidenygu', 'msugiyama57', 'JinmengRao', 'gossebouma', 'awalia', 'chenyuec-nv', '5a9awneh', 'rtqichen', 'yufeig2112', 'harish', 'nguyenbh', 'j-y-huh', 'ptmt', 'devildc', 'nwatson', 'JoeFr', 'charma69', 'mikaylagawarecki', 'friskaer', 'jasho', 'Nietcher', 'Mingjia99', 'mleshen', 'omiita-nv', 'wietsedv', 'ferneutron', 'BarracudaPfff', 'agalvez', 'AyanoOgawa', 'probabl-ai', 'althubaity', 'dllehr-amd', 'paradox66', 'zekunhao', 'vkmr-replit', 'prasannacs', 'qiuwj', 'antferdom', 'ethzanalytics', 'kaixih', 'dwachowicz', 'walshm', 'snova-michaelw', 'yupengzh', '1TSnakers', 'yos1up', 'tpalakal', 'eltociear', 'jobimbom', 'davech2y', 'wleitner-intel', 'kohei-w', 'glam3u', 'sch-nb-coop', 'bmarwick', 'pandora-s', 'Kevinhfhf', 'leonling', 'sonalbhatia', 'OKanishcheva', 'e-mon', 'ThanhHuong', 'michiel', 'johnnytay', 'ayushkp', 'adithyar262', 'marsk', 'ezakharchenko', 'naruto1312', 'abhijitx86', 'aamirshakir', 'mayee107', 'srsharma', 'dummyosan', 'lazarevich', 'Aeo1ian', 'OWG', 'agvdndor', 'pmcvay', 'aobolenskiy', 'balazs-combient', 'jcylalala0108', 'phaya-iic', 'refrainkon', 'ktae', 'Xuangui', 'QuangPhamSF', 'Alexios-of-Byzantine', 'jessi3py', 'vijayhs-1', 'afaik-hf', 'dtamayo', 'Priyankabedekar', 'shreyas2024', 'szsubaie', 'juanpino', 'ata-keskin', 'Hide101111001111000', 'raviteja1411', 'MinkyoungC', 'manueltonneau', 'n0mad-0', 'jihoo-kim', 'MiroGoe', 'cross-encoder-testing', 'Ram-22', 'SFXX', 'plecuyer', 'akuwano-db', 'pbloem', 'chrismatthieu', 'mehrzads', 'SOBAMD', 'sd-diffusers-pipelines-library', 'csris', 'jcaw07', 'davemorris', 'patloeber', 'Wassimg', 'Umashanks99', 'killamsetti', 'tbykowsk', 'yudun', 'msergen', 'drovdo-jet', 'ddivakaranNvidia', 'rifat1816', 'Kimosh', 'Samarth-w', 'sfc-mschulist', 'KAERI-MLP', 'christianhaggstromatsambanova', 'ardatirpan', 'samokaad', 'mgsf', 'awgr0', 'jimmysmith1919', 'YanYanChang', 'hongyuchiu', 'LucasTakanori', 'csavur', 'FengqingHGF', 'vimedllm', 'hrabago', 'rthekiniath-sambanova', 'sagarrandive', 'onkarpandit-g42', 'fsteininger', 'dmartinslourenco', 'doremini', 'AntonioMS', 'ElioMartinez', 'hvei', 'ariat123', 'junhua-wu', 'aqpatel', 'hfsurfee', 'JoeyCai001', 'luciaquirke', 'vinesmsuic', 'u-acc', 'tyyang', '30lo', 'mr-blue', 'kgreenewald', 'Luse', 'ygzhou0235', 'pbandawane', 'Kailashamd26', 'chenjux', 'gogasca', 'seifdbrx', 'Doucf', 'daph999', 'lukazlim', 'Isaac-g', 'chenlibytedance', 'wanda222', 'aherten', 'kkang132', 'nora-ra', 'tcohn', 'peakji', 'nkodali', 'LokaLi', 'mlindberg', 'andydan25', 'dbergmann', 'sbasia', 'Philipuss', 'OoiYiZian', 'talness', 'avasquez', 'picocreator', 'kkshen', 'solomonface', 'jcxu', 'cat-state', 'stojchet', 'jemd', 'cwlacewe', 'Paranioar', 'AndZHONG', 'rmccarthy', 'boris', 'samuelhuh2', 'silver', 'GameDbg', 'hoboist', 'HectorRen', 'imagazin-intel', 'sanhua', 'xjwang55', 'lkuligin', 'vltnmmdv', 'rbrian83', 'WangJialei', 'kaixiao', 'Abhijit801', 'ItaiZad', 'vinayak-sarvam', 'elmadany', 'ronguerrero', 'xose', 'taipei-1-mllama-project-2024', 'samshar222', 'npark95', 'ericptsGoogle', 'Shaltiel', 'goog-sean', 'PJAI30', 'fpadovani', 'BalakrishnaCh', 'dudevil', 'renyuxi', 'ismailmutlu', 'JRestom', 'stevenmhernandez', 'timm', 'togheppi', 'nikhilbp19', 'alexinc', 'emirhan-karaman', 'yanvirin', 'SeanTobin', 'xiaoqingwu', 'jtmiles', 'mzhao', 'joesepi', 'wengyiyang', 'ansky', 'wbradbur', 'csuhan', 'PerRing', 'zodiache', 'freyayayaya', 'Seunggu35', 'helenpy', 'sohinir', 'kaisqu', 'Akiyoshi00', 'daalvare', 'xutan', 'cloudhan', 'Coeus', 'jenny-google', 'petterhg', 'Vali98', 'buzem', 'randy-zhou', 'csmisko', 'kaz94', 'Cmiya', 'E-Pudding', 'srinix', 'dubauski', 'mdabbah-nvidia', 'alexbaden-intc', 'leeherx', 'myhloli', 'thschmid-nvidia', 'HaiShaw', 'Nozomu216', 'HaitaoFeng1', 'gargamit', 'b-taheri', 'ShinDC', 'mncm', 'TTTXXX01', 'jacquelineli', 'markovy', 'skubatur', 'cperiz', 'bj798', 'Timm-IAIS', 'aobersnel', 'athmanar', 'nymtheescobar', 'aaabiao', 'szhengac', 'andmis-openai', 'jamiers', 'yujieq', 'kunjan24', 'TriNQ', 'yb-ml', 'lehanhuangsf', 'jmahou', 'Bossrui1', 'yaelanya', 'firmiana11', 'kagawa10', 'limshirakawa', 'mbayan', 'vg055', 'abhaybd', 'jmccaffrey-nv', 'juliehunter', 'wawancenggoro', 'KALMO-AI', 'yaakyaak', 'peterksfdc', 'fimbulvntr', 'Narrativaai', 'ZiyiXia', 'sdeepak2', 'kalyanvadrevu', 'Yameida', 'bbsjz', 'mokes', 'sk1010', 'Suparious', 'willbailey', 'bavo', 'dheerajpai', 'ytseng', 'revantteotiameta', 'amanrangapur', 'saurabh08', 'jess-clark', 'dipsivenkatesh', 'vanespen', 'stefanie-anna', 'disktnk', 'nvrohanv', 'AlexOvsienko', 'Nealeon', 'Jensensense', 'alitacyber', 'robieta', 'kurinj', 'msskumi', 'praneeth-zyphra', 'Liangtai', 'FeiJames', 'jensedlund', 'Cubpaw', 'bwhou', 'ankit096', 'ming024', 'adilohia', 'sramkris', 'soy0', 'heejin-together', 'amansc', 'lhchan', 'wangjunjie2019', 'gauravz', 'ks902', 'agomberto', 'Hajar-Emami', 'wietsevenema', 'charlottele', 'epounds', 'TeoMusatoiu', 'Deex', 'crushonyfg', 'Jiahang', 'gautamsrin', 'lhelmer', 'vivcheng', 'JZPeterPan', 'Shakya-py', 'emma-c-cerebras', 'danfjohn', 'Yiran0924', 'TradeForFun', 'erickgalinkin', 'WujingC', 'lechunx', 'cyjeong', 'MGN2', 'CoachJames', 'binghanc', 'satheeshkatipomu', 'MatsGejnevall', 'Hadargo', 'GSQA', 'cgocmen', 'Jefferson2695', 'EtashGuha', 'jyc999356', 'aravindkumar-nvidia', 'huyinhou', 'JakeJing', 'umanggupta7', 'fkc1e100', 'subasine', 'yarrioss', 'Emmamai', 'nobmizue', 'nvkartik', 'chrishampart', 'alescire94', 'jmchn1994', 'mmunozba', 'r2d2', 'LLMDH', 'rajjanakarajan', 'mingtze', 'gatilin', 'shahch31', 'swsss', 'alex-hunt', 'virajp', '22quinn', 'IgorTest19', 'bsiggers', 'cloudynerd', 'ChrisMLroy', 'rakshith10', 'pmaynard', 'rhecker', 'DanielaRamos', 'linkbricks-ai', 'tuananh7198', 'sharfikeg', 'daniechen', 'tellarin', 'rickykinwong', 'songbo', 'Rexhaif', 'imr555', 'coreyabs-db', 'JH-Motif', 'mprussak', 'huggingface-assignments', 'MonojitSFDC', 'hydrogentwo', 'morillo', 'yasmimrosa', 'kazemz', 'senyu1', 'feiwan', 'nv-rkiguru', 'jdbuhl', 'ndrewliu', 'gerou161', 'faneshion', 'tbjones', 'eefylin', 'gromovand', 'datdt4100', 'andrefaraujo', 'boblikesbanana', 'ranWang', 'theterminator021', 'AndrewP', 'damccorm', 'tsmoon', 'p0ps', 'kimurashuhei', 'JamesHujy', 'nsah19', 'gcampesan', 'anderson-dan-w', 'debajyotidatta', 'dtbernar78', 'julius-adminus', 'nanaseri', 'umeshtelang', 'saattrupdan', 'jfyang', 'gjadhawar', 'AslanAnuragi', 'bxjiao', 'chaiajiu', 'Jinalan', 'bhawesh-k', 'Junhand', 'goranreineholm', 'Haobo2002', 'vivekpuri', 'inoid', 'lillyk', 'training-dynamics', 'ashwinvk', 'jlazarow', 'hello-world-org', 'johnmarc', 'vkostarev', 'nv-bschifferer', 'dipta007', 'onenoc', 'ffossrules', 'Yucan', 'saadwazir', 'tjgoogle', '84nth08h', 'nlukashina', 'beyondli', 'dsocek', 'sumandude', 'karan-huggingface', 'ITK-dev', 'juandalibaba', 'eaclark07', 'sfc-hf-akim', 'hemnr31', 'puncoz', 'kunalpratap', 'OpenBuddyEA', 'react-vl', 'hying-caritas', 'hmbyt5-preliminary', 'marmg', 'boryiings', 'Emad78', 'wrzhao', 'bachwehbi', 'llm-jp-user', 'jal278', 'yujincheng08', 'lennartwieck', 'rramkumar', 'GooseChen', 'claytonseverson', 'tarabukinivancomp', 'natestrong51', 'priyalc', 'sboughorbel', 'lyy14011305', 'dhruvsarvam', 'iswaalex', 'glouisrlin', 'carlneumann', 'FXliz', 'lg', 'rmit-nf', 'ase1210', 'lyliyu', 'scottwanghf', 'HugoLaurencon', 'ChristianCarhuachin', 'hideax', 'Matten88', 'papasega', 'liirii', 'marbogusz', 'turing-motors', 'jbetkeroai', 'eyna', 'saumyasatish', 'Seungkum', 'magdalnk', 'Shanks0465', 'beth-gregory-databricks', 'ashish23', 'kylesayrs', 'Alvarocaber', 'Jianxin1111', 'EladKadosh', 'doleria', 'meenchen', 'kznrluk', 'lujiaming001', 'naruto7', 'geoffdev', 'Tien-Shuo', 'Carolinro', 'tomo-wb', 'rishdas', 'akseljoonas', 'vnigam', 'praeclarumjj3', 'orair', 'Harry0208', 'tomsander1998', 'matheuscamposmtt', 'maikriechert', 'averoo', 'mrvieira', 'camluken10', 'ZeroShot-AI', 'panpan1990', 'nkash', 'yotanay', 'zyliu', 'olpipi', 'ichui', 'alfarahn', 'scilons', 'sarane', 'KenHe', 'phoertelano', 'zparnaki', 'vsalvatelli', 'andrewpeabody', 'SantoshSugumar', 'jeffling-google', 'mengxiwu-nv', 'A-J-RA', 'naito-yu', 'a-ustyuzhanin', 'xiaobaibai', 'larrykwok', 'Tosin-A', 'thaihoangsf', 'hibikaze', 'cppowboy', 'yanchaomars', 'MaximProshin', 'jcwxx', 'A1ex-Fu', 'teohklun', 'xuguoxu', 'rishirm', 'Dottemannen', 'sagot', 'JINIAC-competition', 'UncharmingPenguin', 'Vipinvnair', 'ehzi', 'fragata', 'mkj69', 'kushanraj', 'gabrielsylvain-db', 'ebrevdo', 'mstellwall', 'adirendu', 'patched-admin', 'Atsunori', 'zeta-alpha', 'davidchunv', 'neuralmagic', 'jjayaram7', 'MTGNV', 'dvrogozh', 'giangnguyen95', 'lucadellalib', 'speechbox', 'syleeai', 'gaussalgo', 'koomri', 'aparashar', 'Junjie-Ye', 'joanllop', 'kelbymadal', 'kindiana', 'ameloa', 'tvukovic', 'grashei', 'jiachengyang', 'lainahs', 'danielakoch', 'Jieunp', 'taralodh', 'leonweber', 'Marcinnnn', 'pravin-unstructured', 'jussikyrohonka', 'amirbar1', 'Manneman', 'chenyangyu', 'Kotemo428', 'kpsony', 'VisionAI4Healthcare', 'mellymeldubs', 'wohshon-goog', 'wangye01', 'aawalt', 'kevinrobinson-at-elgoog', 'dnouri', 'Merlin-Hongru', 'Theldabh', 'henry-cerebras', 'jbaiter', 'jojoshsaksdadlw', 'DeeptiG', 'nehmathe', 'pi314ever-intel', 'abhaygupta', 'huihuaz', 'kaykapoor', 'seun-doherty', 'pkhanna7', 'salomey', 'milescb', 'jessicabo', 'nstephon', 'riesa', 'YuhengWu', 'kakarmath-2025', 'brandonkeiji', 'aleto99', 'mitp', 'Sohamshashank91', 'Tigeress', 'kunalpatil01', 'grey-eminence', 'shashankvarshney', 'Ataullha', 'gehug', 'Daniel1224', 'websterbei', 'NitreAp', 'sethli', 'jianfbsdc', 'abdohelmy', 'eileenlong', 'akrishnan', 'lahan', 'Annbritt', 'zakktakk', 'adeelhasan', 'elyza-bot', 'kemura', 'karlie38', 'mandybaker', 'fboemer', 'samarthpatel121', 'nomadlx', 'hd10', 'BryanBradfo', 'dzhulgakov', 'hengxiong', 'sdesai-nv', 'savelee', 'jupyterjazz', 'wz988', 'jlong2', 'stopsigndown', 'rahulsha', 'DDaga', 'GitWyd', 'snowyunee', 'pattern-analyzer', 'wizhu', 'woodie2', 'sarahawu', 'FisherLiu', 'rahulj84', 'arvinds-yai', 'alegomesbr', 'shiangf', 'dhaldimann', 'GregorEsser', 'pmangg', 'ltondovs', 'nantawat-google', 'karselgg', 'becurrio', 'benjamingram', 'NohTow', 'shivanmohan', 'BossRui', 'tayefs', 'jkenyon-nv', 'zenosc8', 'ChengcongDu', 'valentinhofmann', 'Amy-NVIDIA', 'sparikh-fw', 'dongfengy', 'jimmywu-nvidia', 'congliu01', 'Beatrice-Liew', 'aari1995', 'nv-zban', 'mdredze', 'rprenger', 'AtAndDev', 'pohling22', 'TttLll3701', 'dbbloke', 'zibuyu9', 'gelina1001', 'xiali', 'riseqdf', 'Akraina', 'adityakmenon', 'ssrikanthan', 'Arcee-SK-Agent', 'whaohan', 'baolei1', 'ElnaggarLab', 'kargaranamir', 'cbate', 'Deer-Lu', 'debangshub', 'd-c-t', 'tpacio', 'oscarmoore', 'nicogontier', 'EvaXiong', 'Zhiding', 'bhpfelix', 'jovsa', 'Arron08', 'ananddesai007', 'biaotang', 'lexsming', 'ATATATATATAT', 'shimmyshimmer', 'vidhishab', 'kiyo8', 'jaketae', 'MintLemon', 'ankke', 'karenlibrown', 'g2p-exploration', 'skwmr', 'ChristopherShf', 'bendoan4366', 'Praveen-g-amd', 'rjm619', 'jindongj', 'jowright', 'mipa23', 'vilm', 'jirtan', 'jmbrinkman', 'ayeshaas', 'KartheekL', 'coreyhu', 'guokan-shang', 'shukico', 'kirillbobyrev', 'BitnooriLee', 'roopak-apple', 'nltpt-q', 'Yaggie', 'amanorapple', 'michaellin6', 'LinkinPaoger', 'gmollison', 'JasonSLee', 'vg1024', 'vonmutualist', 'zyzyxy', 'ericgolinko-db', 'rajasekharporeddy', 'yimoj', 'luis-snova', 'sergiopprz', 'a-r-r-o-w', 'mollym0', 'derrickrakuten', 'balaji-sarvam', 'aportela', 'annajiat', 'pierschen', 'afavalli', 'vaishakgoogle', 'CharlesP19', 'pandeyapoorv', 'zachidan', 'sklearn-docs', 'zdy023', 'jyxx', 'rmulukut', 'bigfootjon', 'lipikaxnv', 'OPI-PG', 'Pouriad', 'jkosek', 'Tiany1', 'niallturbitt', 'movsic', 'arcee-globe', 'sx3ky3', 'kschieban', 'ajayborra-sf', 'Wataru', 'tmasuo', 'ixaac', 'leon-c', 'liuyumatumba', 'curator2', 'cfahlgren1', 'CosyVoice', 'derekwen', 'YSU', 'evlyn', 'nelsonlin-fireworksai', 'AryabhattaAILabs', 'linmaosong', 'Komodochang', 'Jacque008', 'jingyi0126', 'lst627', 'wbish8', 'BrienAI', 'pmotter', 'adalbertojunior', 'kehuan', 'brit642', 'Fan-2025', 'SRRMI', 'IzzyPutterman', 'dnathawani', 'tingweiliu', 'bytehxf', 'chintankp', 'jzju', 'ttj', 'mirflanda', 'coqui', 'yann111', 'syalachigere', 'diffusers', 'snehalsb', 'brandondatabricks', 'imoshkov', 'jjdiep', 'beomgyu-kim', 'nkalb', 'YC-Chen', 'russellsayshi', 'quirinetyvaert', 'swetadev', 'cedricper', 'Fa-ti-ma', 'ddsevero', 'github4touchdouble', 'Lee-zix', 'eaalghamdi', 'brn227', 'jvv-msft', 'dhaidach', 'ssolito', 'daveni', 'ranpox', 'Eric1932', 'Whatsondoc', 'agayushi', 'zerogerc', 'gerardsl', 'ncarolan', 'hazhang', 'postsingularity', 'DeividasM', 'LSinev', 'NikolaSelic', 'honglinmc', 'wenhuanh', 'sdeluna', 'smcleish', 'tikves', 'ravenpop', 'chmiller', 'fsadeghi', 'jamesy1998', 'cpersson', 'Narsil', 'rwheel', 'nickarocho', 'smccrae', 'wick1d', 'johnliudk', 'laurent-lazard', 'marcialrg', 'sammysun0711', 'bhoekstra', 'Kaihui', 'DateTimeReasoning', 'wanotai', 'Fiona1019', 'xuxinyang', 'ruixin31', 'VizualDreamer', 'alexbarron', 'cm-community', 'ayrnb', 'Taesung-Kim', 'hiroshi-matsuda-rit', 'comfyanonymous', 'gyeongin', 'Click106', 'tusharnagarajan', 'phicd', 'ssheorey-intel', 'zyc-int', 'cgolden35', 'wwongmeta', 'leyong123', 'yanzhec', 'ordagan', 'haseen6', 'XUANMINGZHANG', 'gadmarkovits', 'huggingfacejs', 'tshen-unst', 'sam-nv', 'pnikam', 'wangweigang123', 'insafim', 'gozzo87', 'nsakkine', 'jenosan', 'kunato', 'saktyagi', 'DDSC', 'mascore', 'ryback123', 'matt-schilling', 'ahmetfirat', 'harshildadlani', 'albertchen98', 'jimzhiwei', 'petrovd', 'CuriousPanCake', 'jshtok', 'circuit10', 'HuggingMori', 'xiangkuan', 'nchentanez', 'nv-vklimkov', 'teruo6939', 'sarahmt', 'perrynelson', 'Zekai-Chen', 'dancwow', 'SLoh', 'STMKKosukeTakasahi', 'theec3eithohDeesh5ux', 'josh-oo', 'yiyunya', 'songhan', 'mnm373', 'alextsaptsinos', 'chloegoog', 'dskhudia', 'Vava233', 'sharmashish', 'sajadd', 'standure', 'kabbi', 'neuclir', 'B13432', 'DragonBophades', 'yangyangg', 'acerdur', 'ChuangtaoChen-TUM', 'HanaKaiZensen', 'JordiMeta', 'bmschneider', 'harshm121-sarvam', 'nguyenthanhasia', 'sdasnurkar', 'Tianium', 'zhujianjunscut', 'MeiJinbo666', 'ss2000', 'kushalchauhan', 'Simeng', 'haraak', 'shahules786', 'mynameisrobin', 'mch-dd', 'steramae', 'Alan2021Cam', 'yangID12138', 'Timocafe', 'umar-cerebras', 'dickzhu', 'diffusers-internal-dev', 'heerkek', 'lanluo-nvidia', 'Nickwzk', 'BugRogers42', 'harrylingua', 'DivyanshA', 'valentinamiller20', 'uphoffc', 'zwd973-deepseek', 'zhiqingyi', 'juliagong', 'dom-miketa', 'gianatreplit', 'nhorn1', 'DamionDreggs', 'sebits', 'KuzMenachem', 'flyingzhao123', 'mburnside', 'xiangw', 'lesliefang', 'sophiarawlings', 'rabecker94', 'vishnvidia', 'dvorka', 'mouelle', 'jscpppy', 'abhinavgautam24', 'tonypd', 'opuny', 'vpverma', 'ckamaleo', 'ntumm', 'phmartins', 'jerryplain', 'timoroman', 'ovidiusm', 'charlifu', 'ndhuynh02', 'MahmoudAly', 'apivadee', 'adener', 'dayalkalra', 'ghmerti', 'ihakkitekin', 'kangkelvin', '7Se7en7', 'mayongjie', 'andov', 'miwytt', 'simonedeldeo', 'yashvarde', 'hkl01', 'hinxcode', 'Xinyi-Zhou', 'Xidong', 'cyato', 'nicolasrosgom', 'rickystanley76', 'Mustafa-Shoukat1', 'rayx-as', 'dkhikhlukha', 'zhby99', 'tuliren', 'azzr', 'PerkinsJM', 'mysil', 'stas1k', 'djns1', 'gmartinezb', 'ctao456', 'shrysnr', 'adaaaaaaaaaa', 'cis-lmu', 'davidenkoim', 'rabiulawal', 'danielzuegner-ms', 'Nadav-Timor', 'Ranofficial', 'manidharreddy', 'ganqu', 'ehcalabres', 'avinashahuja', 'dmungamuri', 'gabsm', 'ryansadler', 'akouthoofd', 'Alfmai', 'connorhack', 'seanlintw', 'AuroralSunFlower', 'kshen-google', 'Angelinaleigh95', 'zorazrw', 'kkoryun', 'prkhargupta', 'vwang2', 'hannamao', 'arnabd84', 'roseh', 'marialstskaya', 'wtipton', 'inardini', 'smitham', 'DehuaTang', 'ArturKasymovNV', 'mklimasz', 'airtonchagas', 'Amjad-Felemban', 'brentholtsclaw', 'Bronya-Rand', 'JiafengGuo', 'cmerk-nvidia', 'UsefulSensors', 'nandinimundra', 'Mahesh-gunnam', 'KayoriCharles', 'bsramming', 'fan123543', 'szymon-klimek', 'weiqipedia', 'AmeyaPrabhu', 'RitwikDustai', 'smithajayaram', 'cydercyn', 'Shlomi4444', 'data-agents', 'yinhongxu', 'jbielak', 'zhuyuhua-v', 'jeremyhodes', 'ls1231', 'warnold-google', 'zweiz', 'sho-takase', 'atumiali1973', 'pppppM', 'Avinash73', 'UncleFish', 'burcuka', 'open-acc', 'Xuehao', 'kramp', 'Don-Don', 'JasonReep', 'Grigor-N', 'sonbol', 'Zimix', 'tinylabs', 'santoshmathan', 'benoitfavre', 'sguruswa-svg', 'omkarenator', 'jnszk', 'yzhangcs', 'Jackbrocp', 'backpropper', 'jueshi', 'Twixted1', 'aorwall', 'sydneylevine', 'nightlee', 'RacingTurtle', 'basil-james', 'iKim', 'buyun', 'TM-nvda', 'ssasaki', 'abnelsonUW', 'Emi1009', 'zzd923', 'paulinebm', 'jianhey', 'takaoken', 'HareshDarkPhoenix', 'dsculley', 'rjhinrichs', 'herwoww', 'wejdene147', 'kevlov', 'hongw2019', 'RoopMukherjee', 'vaibhavad', 'abalusanwork', 'zaferbil', 'surdinicolas', 'herzlicemi', 'ialdabe', 'anesterenko', 'ir1d', 'AnatoliiPotapov', 'ntpn', 'Pis-py', 'olivierdehaene', 'bkriegerin', 'minhquang', 'nidhich86', 'rahulpanda20595', 'myqi', 'schinnangolla', 'viktorphoenix-meta', 'ironcladgeek', 'tgu77', 'vvizel', 'isemmanuelolowe', 'ghubner', 'cschied', 'Martho86', 'Ninyago123', 'jamarks', 'sbint-moriyama', 'ferro90', 'zhaoyuanh', 'chrisjihee', 'projetomemoreba', 'jklepack', 'fsergiy', 'Zewu', 'ynakashima', 'minqi', 'daniela-ai2', 'DaQuan21', 'annieamorim', 'NathanWaaang', 'hfl-rc', 'najoungkim', 'mmurray-ms', 'MichaelMagi', 'omriabnd', 'Helsinki-NLP', 'We-Want-GPU', 'mackiezhou', 'yiwen-dai', 'inahjeon', 'mattbui', 'kevineen', 'sunil-s', 'aastalll', 'ischen-nvidia', 'yatinahuja6969', 'lambda111', 'euclaise', 'btjhjeon', 'oscarjohansson94', 'adamdo', 'vlivinsk', 'bcblunt', 'Mohammed-majeed', 'furtherai', 'ChangshiLi', 'fakerbaby', 'cfarid', 'johnfeng0220', 'gkielian', 'YanboXu', 'suriyabalu', 'protobird', 'lbishop', 'janakivamaraju', 'Tweeties', 'SummerSigh', 'dali-does', 'caifei', 'kminemur', 'hails', 'mcpotato', 'ronak', 'sammsun', 'tsutikgiau', 'tanmaydeshp', 'rmnsng', 'yatzmon', 'jagadeeswar', 'dkuai', 'sg-nta', 'spolson', 'jieyuz2', 'snu-ai', 'PeterWoodworth', 'antoinetran', 'jkrause314', 'cristinae', 'agharwal', 'manasab', 'TFAMeta', 'KawshikSundar', 'koustuvs', 'amitgurintecom', 'MLNavigator', 'cwortman', 'chunyuan-w', 'jmfan', 'nvpete', 'zl101', 'pzlpy99', 'luow-amd', 'akihirot', 'ljh1156', 'xhan77', 'amansachdev', 'ironman101', 'solemn-leader', 'tkmtakada-sbint', 'zhouliguo', 'nctu6', 'lyleaf', 'HayleyH', 'Prajwal06', 'PolarisNorth', 'jzhang533', 'gdb94086', 'omeraish', 'santosh9sanjeev', 'ShawLiu', 'ssgw-keito', 'Sheptiakov', 'NMajdoub', 'wyy177777', 'CaoZhongZZ', 'sdfasfasf', 'stephens02', 'alemartina23', 'ctigges', 'jdsf', 'tsushil', 'yerang', 'lbakar', 'bender404', 'Chengming123', 'JuhaoLiang', 'toshimiyo', 'OloOcki', 'CausalLM', 'PhilipMay', 'timothyspann', 'nanowell', 'dejones-2', 'vincentpierre', 'EmbVision', 'snarahari227', 'blhf', 'jenchen41', 'stevenzhengdb2024', 'liveseongho', 'ThucPD', 'murattil', 'Wei-intel', 'hermes-vision', 'waeel87', 'Natooz', 'rulins', 'Phoochit', 'db-dan', 'LLuke777', 'FengTing', 'squatch6', 'hygong', 'chamini2', 'Shangy', 'yichenchenchen', 'DatabricksScott', 'hailche', 'atuldusane', 'Sverker', 'adarshsiv', 'Bongomeister', 'ggml-org', 'chelseajohn', 'mglbe', 'rgrewal', 'horaceshao', 'aiastrolabe', 'spycsh', 'asarymsakova', 'ibotana', 'yeemachine-g', 'silvia-st', 'duncan-idaho', 'jkoenig', 'Zackbertz', 'molliepettit', 'gabrielcdo', 'lmcafee-nvidia', 'Rob-SFDC', 'zakgy', 'xuanzh', 'jwgu', 'sch-nrk-nb', 'antoniooroz', 'sithape', 'fwimbauer', 'chunyu-li', 'zhiqitao', 'zhangyang-2021', 'Loquats', 'OPI-Internal', 'maxsmc', 'iprotsyuk', 'timtom0112', 'hayas', 'luzhang0106', 'algeas', 'ebeltranfs', 'Svebeck', 'jesseryoung-db', 'joshwyatt', 'dscarmo', 'Shilin234', 'rsznejder', 'yashlala-nvidia', 'tcftrees', 'hashemian', 'nikita-ashikhmin', 'Ro93', 'BorisovMaksim', 'braxtont', 'tobiastroelsen', 'KaraWang', 'krishna-sarvam', 'zzx0916', 'ron-unstructured', 'Zhu-Lab', 'cabelo', 'katysavvv', 'ESpeech', 'bharatR', 'tomcanon', 'ritaneves217', 'AnandInguva', 'shubham-krutrim', 'yuanyao', 'abhigoogle', 'mfuntowicz', 'nvzhihanj', 'pgibbons', 'stomnv', 'Ankitasatta', 'dcdowney', 'KantaHayashiAI', 'waxzce', 'afrozaafra', 'davidfsemedo', 'ericliu-hf', 'alex-nomic', 'mwh3780', 'shellysheynin', 'hhu0x1', 'debuggy', 'sitloboi2012', 'mistralai-eap', 'LynnJen', 'hangzou', 'AlexanderHBerger', 'yinweisu', 'Danos', 'jlcmoore', 'j-alex-hanson', 'bhavyabahl', 'mhamilton723', 'mjoseguillermo', 'tbanuelos', 'phd2023', 'Dawars', 'BenLevine', 'nvjhui', 'mstaron', 'vdinavah', 'JohnsHopkins', 'MarkelFe', 'vasusingla', 'K-Mizugami', 'Einse57', 'haojinIntel', 'Berserker', 'tedzh17', 'evaluate-measurement', 'Kacogo', 'SamKolton', 'goarushi27', 'wenqingx', 'Cheranga', 'aseemSalesforce', 'YukinoWan', 'varisd', 'Di777uau', 'shawntan', 'fredabood', 'test-collaborative-experiment', 'vjeronymo2', 'sagard21', 'mariasayavera', 'apeganov', 'carminealfano', 'MengWang', 'pawel-joziak', 'sidnv', 'Blanca', 'nmackraz', 'ferryfp', 'prasanthdev6', 'mcandito', 'ShuangyongSong', 'lllchenlll', 'satvik271999', 'Weiyun1025', 'sunkapoor', 'Mamtagarg82', 'kevinwu-intel', 'sebubeck', 'david-stan', 'HuangJuOrange', 'OrangeMix', 'tongliu1998', 'hle2023', 'rittwikj', 'justonf', 'kurianbenoy', 'debajyotidhar', 'sentence-transformers', 'arushidNV', 'deepshekhar03', 'Yuxin-CV', 'jocpae', 'scottconstable', 'gball32', 'OutSIdeR-bd', 'ayaco0', 'Potino', 'ci-ber', 'JCSimms', 'jlelifeld', 'keshavj-cerebras', 'Dahoas', 'ajupyter', 'stefan-it', 'planka', 'YixiangMao', 'alborotis', 'anonymitaet', 'surrii', 'Pennycook', 'FFno1', 'hqburke', 'kualakevin-cerebras', 'oaialvin', 'luqiyi', 'VincentCoriou', 'joaomonteirof', 'sshumihi', 'juliehz', 'sgui', 'csc27', 'StefGCP', 'mattfeigal', 'gabisurita', 'dl-sml-appl', 'ptoulme', 'mo00ose', 'sparrowxx', 'JoFlink', 'potato18z', 'dbdmg', 'shu1chen', 'luwu001', 'hhamoudi', 'rharikri', 'nxphi47', 'ioannisatdatabricks', 'DSULT-Core', 'eliezerweissmann', 'dagbs', 'long-code-arena', 'RuiTheBaker', 'taurakenjiro', 'mmsandeep', 'BobbyL2k', 'IDelaIglesia', 'walikar', 'baqhaidri', 'xiaolongma', 'christianp234', 'maithalmushtaghil', 'vjeyakumar', 'seanstewart', 'Jekaterina', 'httiktok', 'prashpr', 'kshitizk', 'chelsieczop', 'hanyu77', 'WINNINGSIX', 'evelyntcp', 'fredb-ai21', 'tms-jr', 'rgarcia868', 'holodnyalex', 'ngxson', 'ilariamanco', 'naoto0804', 'nitishgupta', 'eugeneyu', 'harborwater', 'hmellor', 'ochuchuk', 'firefly666', 'julien-c', 'imarzyns', 'murthyrudra', 'Shawn997', 'deepgowda97', 'sharathraghava', 'kazutaka', 'cpsfta', 'jjuraska', 'zhanghui26', 'cusnkrhead', 'NavdeepSingh0007', 'kalschi', 'sanaayr', 'ameykul', 'mgao', 'xpo911', 'michaelfeil', 'ritesh-intel', 'eliotj', 'marinarantanen', 'dwb2023', 'jfrankle', 'FlyingFishzzz', 'zivilen', 'KfirLevAri', 'AnnPJ', 'mousamax', 'skl32414', 'aadelucia', 'Jonsig', 'kandinsky-community', 'llmll', 'HPC-Forran2Cpp', 'arjunguha', 'rooa', 'Leyogho', 'mchernyavsky', 'changyeyu', 'katuni4ka', 'swiltban', 'martinakaduc', 'valentineh', 'yiyingz', 'MIKEYMIKE2251', 'xyxlyy', 'RoisCordova', 'jaedeokk', 'adcavail', 'tommy-tse', 'mii-llm', 'PaulHi', 'Hank1', 'yunyichi', 'austintackaberry', 'ngrotus', 'Chaanim', 'uttaranb', 'ermakovpetr', 'jayden-macdonald', 'zzhou888', 'ethanwju', 'preciselyalyss', 'usvsnsp', 'Jojodecay', 'MassimoNicosia', 'jgoor', 'dannyhealy', 'Shubhangi29', 'fginter', 'nathanhr', 'zhuzeyuan', 'pychen315', 'DKohmoto', 'danialm', 'dstsai', 'ktandrian', 'markboos', 'Chat2DB-GLM', 'triptis', 'MuxinZhou', 'lsitkiew', 'kubouch', 'warmzephyr', 'yaugoog', 'advaypatil27', 'cmunley', 'Prakash0228', 'Huanererer', 'AnnikaWU', 'Akshay8740', 'jzazula', 'zhuonanlin', 'AmeliaHogberg', 'thiagocrepaldi', 'nikhilpinnaparaju', 'umurottiTUM', 'jzf2101', 'milesial', 'whyoke', 'Jegoras', 'ashantharam', 'researcher2', 'JackEricksonIntel', 'sivatamma', 'jjosephjun', 'weify627', 'jreiffers', 'cp500', 'kefeiw', 'Nils-Erik', 'aparson', 'sebmaster36', 'ash07pa', 'atsutaro', 'qklent', 'jarmak-nv', 'Belostoky', 'saurabh3949', 'chenghao', 'Haraharaharada', 'minsukkahng', 'h94', 'spfraib', 'shrutiln', 'ilaydaTurk', 'jarodocton', 'D3Reo', 'zhewang', 'tysonwynne', 'rahuldeshwal', 'alexanderamini', 'NDimCube', 'fizzzBuzzz', 'nikitlos', 'weiseng', 'alvanlii', 'kajyuuen', 'Anahosseini', 'wenshan', 'tabathal', 'sn-lgong', 'IanNod', 'Yirany', 'runyud', 'gripstate', 'jubgjf', 'date3k2', 'nikitalk', 'dacl77', 'nauck', 'eddsnow', 'MyLife2ezy', 'rgc183', 'nicolasldy', 'Premkrsh', 'spicybuns69', 'Rishabh03', 'xunliu-bytedance', 'marcospiau', 'AMU1235', 'abravi', 'nvodrulea', 'JatinNvidia', 'hemantkashniyal', 'fergusku', 'xingyulin', 'mariusae', 'pmc', 'haoheliu', 'FabianKuech', 'gusthema', 'gshennvm', 'amacaskill', 'Markote', 'giobin', 'cloudalex040', 'evigog', 'marcofalsone', 'Luke0256', 'SvetlanaZem', 'fsaady', 'yippyyipyip', 'gsaon', 'N0OBSTUDENT', 'dizhang1', 'xethan', 'MBZUAI', 'enricobacis', 'modif93', 'Spalne', 'vijayantajain', 'TylerMiller', 'amruthasingh', 'par-meta', 'pavela', 'leopalomeque', 'hshteingart', 'dkozhevnikov', 'sagorhishab', 'echeatham', 'Aniket2012', 'avisalmon', 'hirobf10', 'tiano-db', 'LLMf-4-3D', 'OllieStanley', 'lmikaelyan', 'smolagents', 'bigcode-data', 'szalpal', 'arminsl', 'kpastra', 'Nitins64', 'MeganEFlynn', 'DanaD', 'Cruse', 'aaryamonvikram', 'cometmintong', 'bloomjn', 'nv-alicata', 'hug4U', 'andersonbcdefg', 'johnowhitaker', 'mkarri', 'cmyopu', 'jian-nvidia', 'mohitgoogle', 'fhasler', 'hche11', 'lonj7798', 'pabloarnau', 'zaristei-nvidia', 'ytewel', 'saffiali', 'psim0n', 'Yensung', 'arun-AiBharat', 'kikituk', 'LHUmt', 'tanapatr', 'ZhenYang21', 'quasar1256', 'seungyeon-seo123', 'sandye51', 'Sahaquiel', 'Milad1996', 'shinjiyamas', 'manyoso', 'CCChenRyan', 'salti', 'musab-mk', 'Koki-Itai-SBIntuitions', 'asaoka', 'Rick9chen', 'samling', 'riebeeck', 'alifaraz', 'pietrolesci', 'cloudfall', 'asahi417', 'Abiy-A', 'acrognale', 'rameshddrr', 'Myrieme', 'iyelurwar', 'ruliad', 'abinayam', 'Bakulhpatel', 'rohinm', 'yhe48957', 'Nadas31', 'FiditeNemini', 'geoffreyporto', 'alexhutcheson', 'amohamedfusion', 'abishayrao', 'Keping', 'lliou-nv', 'alvp', 'Sujitha27', 'Arithmatic25', 'Ryanchynoweth', 'xup6sophiaintel', 'CharmingDog', 'atenasf', 'nguyenhuuthuat09', 'silviaseverini', 'lx865712528', 'wdaiai', 'benprentice', 'liuyangfoam', 'hen', 'ShiJy2024', 'Nastassiag', 'zhaoliao', 'ajnovice', 'roncoejr-snow', 'quwsarohi', 'Keely0419', 'olibyte', 'cgumeli', 'zhang0619', 'XiaoY1', 'ddsh', 'montse90', 'anuroops', 'favyen', 'JasonInHF', 'red0orange', 'vcc-hf2', 'janzd', 'CorSteging', 'alvaroritter', 'richard-guo', 'NexaAI', 'allenai', 'pere', 'katesoule', 'izhx', 'fabianh001', 'cisaac', 'dyershov', 'DetectiveKiwi', 'PJMixers-Archive', 'olemeyer', 'Eurecaa', 'achki09', 'kateslin', 'yangfuwei', 'zcheng2046', 'hgoogl', 'nv-asiberry', 'hallacy-openai', 'xiaoli26', 'ruisnv', 'SarahAlBarri', 'roninjiang', 'hendrydong', 'Coldog2333', 'wxdrizzle', 'alanjaypoole', 'sysarcher', 'lsabeti', 'seungdon', 'meval', 'abhinavkrutrim', 'Tugsuu', 'dongl-amd', 'openlifescienceai', 'gauravmathur94', 'jqk09a', 'jdahm', 'psheldon', 'yimeng-zhang', 'amirulasyraf88', 'waifu-research-department', 'LLLauM', 'yonetaniryo', 'burkew', 'happyface00', 'chen123123123', 'datalawyer', 'prkumbhar', 'ginnyg', 'ethantang-db', 'mymz', 'ArsenalSun', 'YehoshuaShuki', 'Lucasainsworth', 'hansking98', 'tensorops', 'wangyuxuan', 'dd83717', 'sohamde', 'ysong666', 'KshitijAmbilduke', 'MBZUAI-Paris', 'lswartz', 'pfitchen1', 'joe-trnr', 'abhi-db', 'cuteday', 'JoonP', 'JasperLS', 'etusien', 'jplopez19', 'yuxiaod', 'bfattori', 'waynesapphire', 'svangala24', 'danir0', 'fans-nv-7722', 'dffinch', 'herrius', 'Nikola2012', 'juliet-bak', 'WonminByeon', 'duucci', 'daniel-katz-databricks', 'bq55555', 'LukeVanDrie', 'jeongsoop', 'm-ric', 'pooja-ganesh', 'frida-a', 'MengdiiZhao', 'rpatel32', 'ouni00', 'MikeD34', 'd-ks', 'wxing', 'jyaunches', 'nathreya-google', 'rumpa89', 'enamulhoque1', 'dekangli', 'le123le', 'adithyamurali', 'jliu3230', 'Konstantin', 'preetam7', 'nathanluu', 'dyyyyyyyy', 'meljung', 'Victarry', 'Andyson', 'jonathandine', 'amogh-sarvam', 'gooishin', 'Kai-Fu', 'nsolmsdo', 'AlanVanderboom', 'kamahori', 'cydhsieh01', 'KoichiroArimitsu', 'arthur3131', 'Debang', 'g-fonsi', 'denver-in', 'kobindra', 'dev-mode-explorers', 'roman-ivanitskii', 'wanghr64', 'scottgeng00', 'danielionascu', 'jesschen', 'davidheineman', 'sbien', 'h-asano', 'Wojx', 'YamPeleg', 'SteBu', 'LangGao', 'ascendzhang', 'parkjunsoo91', 'qthai912uw', 'Shinyy', 'Randolphzeng', 'jay37mack37', 'jason9693', 'nurasaki', 'acsjumpi', 'YingxuWang', 'kkundalia', 'SpatialAgent', 'NidalSaadi', 'egomcray', 'dch0731', 'stmao', 'froliol', 'ianbarber', 'ZillaG', 'jungguswns', 'XprodDM', 'chloea16', 'jinyil59', 'Benjamin-eecs', 'BulimiaDH', 'zhiyuanzhangintel', 'RamyaSreeBoppana', 'igorktech', 'gmarcosf', 'sunnylovestiramisu', 'lli', 'shimu5', 'gmkim', 'lfarcy', 'bingwork', 'young-geng', 'flfi98', 'jdanielmyers', 'edworld', 'lyneee', 'gowthamcr', 'sudhakars', 'iaferm', 'rneu', 'paulomann', 'zhangxuebj', 'elimelt', 'snowresearch', 'Limerobot', 'ksh123134', 'wping', 'Dubberz', 'yuanliujess', 'ashanbhag-nvidia', 'mgreissl', 'Boese0601', 'Marcsims', 'johannes-graner', 'Falin', 'jharmsen', 'Slawomir-Strehlke', 'XiHuaChen1', 'kaiants', 'xinz7', 'jamie71', 'lievan', 'chsiao6', 'YangMaoke', 'manveertamber', 'hanwang', 'rescobar', 'aormazabal', 'Jorgegs', 'ehu2077', 'fsaracino', 'asulecki', 'mabdulwahhab', 'xiezhixue', 'cjqian', 'Rabeya', 'madhan80', 'leo-guo', 'kurnovskiy', 'akondaveeti2024', 'pabloce', 'nikitam', 'sk-snowflake', 'NickVenanzi', 'Sunayana', 'hasanboz1', 'nunenuh', 'TimurKudashev', 'djstrong', 'OpenBox', 'johnnycrab', 'zhwzzhhww', 'dfsdcasefsad', 'aaronlima-gcp', 'bfelbo', 'hholland', 'ying1123', 'echopinch', 'krittapadharnchang', 'mertkiray', 'rngy', 'NicoleQi', 'OnfuG', 'dhruvsahnan', 'seijiyamamoto', 'siyun-cerebras', 'yandex-research', 'xyifan', 'JakobMax17', 'WyettZ', 'pallavijaini', 'dusty-nv', 'hertz-pj', 'jeffreywpli', 'Srivatsav3', 'CjangCjengh', 'Geethav', 'suchut', 'Monohydroxides', 'maywell', 'agentic12', 'lucasmanning-google', 'maxisawesome', 'marissasorkin', 'herbertdu', 'gbghghtbebvfdidt', 'eustlb', 'ssmoot', 'Winona1111', 'stickingaz', 'cowana-google', 'aimarz', 'samsleung', 'Tenpuranomoto', 'BillyFan', 'srisatish', 'Lara-L', 'GlobalInnovationExchange', 'ollama', 'linshaoapple', 'jpacifico', 'YanshekWoo', 'mb-hill', 'strayforester', 'taiwensi', 'jafrank', 'bjhargrave', 'shoskeri', 'venkat-srinivasan-nexusflow', 'liapomi', 'vukosi', 'lindsay-entsminger', 'irbg', 'albert-hu-at-intel-com', 'shengz', 'lihcxr', 'droodle', 'gangji', 'RiTA-nlp', 'Snehilp', 'chrisc36', 'zzzsssqqq', 'syntwaveAI', 'Chrislin0420', 'wstephens1989', 'hengyu', 'kbwash', 'okayiran', 'AbhirajKanse', 'AnAutomaticPencil', 'actuallyaswin', 'kkharenvidia', 'que-nguyen', 'JCZ-db', 'emozilla', 'malithh2o', 'krzys-ostrowski-google', 'deepgrove-team', 'rebekah1124', 'skotiyal', 'weiliang-nv', 'jingsong97', 'laminair', 'mhoehn-partimus', 'XavierX77', 'andrewor14', 'vance2008', 'matbambbang', 'ysh03', 'jinzhou97-nvidia', 'zlangford', 'aamir-rahim2', 'TourAI', 'Yash2998db', 'Viasolver', 'suraggupta', 'shilpashree3lc', 'sumeshsukumar', 'RanZilberstein-Nvidia', 'djangid', 'cnemri', 'Titovs', 'guymorlan', 'peter-sk', 'Shankhdhar', 'JavierPz', 'chigi1771', 'geekydevu', 'barnis', 'hamza-db', 'AliceYvonne', 'north', 'mandadhi', 'xuanricheng', 'shaimay-rakuten', 'jenniferfranks', 'jarajapu', 'lpavao', 'dabraun', 'adriana-madi', 'Sunnylululu', 'juanjucm', 'jxm', 'hooman650', 'parinitarahi', 'HSGS', 'andrewwa-nvidia', 'junhsss', 'trec-ragtime', 'compops', 'JamesMTucker', 'royregev', 'Alon77777', 'DaXiong', 'adhodi', 'qianhuiwu', 'achoi', 'freemanlo', 'nt3awnou', 'raheemmd24', 'natke', 'markvanheeswijk', 'mzawalski', 'callioca', 'Vickykansal', 'pranshu-singh', 'tetrisd', 'sivareddyg', 'mingdachenmeta', 'Hihixpi', 'CarolinePascal', 'rteehan', 'ieranik', 'haoyang-amd', 'CyberBucchi', 'phingwer', 'jiemingz', 'jxhe', 'vmedisetti', 'momander', 'ashleyle', 'jwd-cloud', 'ushnishde', 'TkabrahamG', 'Cpitts33', 'armanz', 'yijielimbd', 'jasper0314', 'Tahsin-Mayeesha', 'merve-karali', 'geeky33', 'eharper', 'tomoki-matsuno-sbint', 'x-test', 'orionweller', 'egongoogle', 'niavasha', 'wmgifford', 'StringChaos', 'micmarty-unstructured', 'genquan', 'hasibe', 'chrisjltao', 'darkwolf2077', 'Atharva7Coolkarni', 'haonan-li', 'malagolid', 'jshalaby', 'hucruz', 'adgw', 'potamides', 'afaji', 'zaza-iypnb', 'dos-4gw', 'tandrew', 'trl-internal-testing', 'SummerDeng', 'abhisreeni-123', 'baba5246', 'bandish-shah', 'Alex673', 'sarahlewismicrosoft', 'vuiseng9', 'anshmaniaaa', 'MagisterGrip', 'saatvikbilla', 'ayork', 'waysonren', 'zeryx1911', 'khalidalt', 'r0h4n', 'IRT-Saint-Exupery', 'sharathtsnv', 'motigome', 'lelegu', 'EslamNasrallah', 'yzamboni13', 'frankwis', 'EptiCommercial', 'aashquiwala', 'RayyanAhmadKhan', 'ghu-m', 'schwabdidier', 'evgrybin', 'rovsiyen', 'murraynhf', 'Silviase', 'aaronwade', 'rkorobov', 'PhoenixHe', 'kbu1564', 'florahuangnv', 'AhassanSE', 'Ridzuan-D1', 'youyeg', 'yihleong', 'pweng', 'mlhllm', 'xintuye', 'qwang3', 'safikhan', 'vikappia', 'chenxingphh', 'airev-ai', 'bakanaouji', 'windyjonas', 'wendeppkdc', 'asmabeevi', 'balok111', 'MohamedRashad', 'zhaoyuhitsz', 'nntoan209', 'v17i', 'philippemuller', 'sangttruong', 'Arg1990', 'tfeliciano2', 'teramune', 'assaft', 'ybelkada', 'dyli', 'eleni-mpa', 'Vsoancatl', 'anchorxia', 'cmalaviya', 'sasha-meister', 'mnovikov', 'landgren', '1-tester-1', 'eugene-yang', 'Joechuang', 'shanilevy', 'AlonAshken', 'moisutsu', 'bjoernp', 'Antik', 'ainize', 'Vinhnguyenx', 'Stepfun-Jason', 'mlx-community-staging', 'ntadimeti', 'mountfordg', 'sfc-gh-twhite', '26hzhang', 'violet73', 'katerynaCh', 'mponty', 'luxisme', 'DirkHecker', 'oscar-corpus', 'wrnv', 'Codez1000', 'Gitesh2024', 'hengyu0131', 'yuanwu', 'gdivya-nvidia', 'zz0987', 'vinayprabhu', 'ffanearth', 'kormo-lm', 'nlpyang', 'mtndrew352', 'ShuxiangCaoNV', 'farhanmkhan', 'acuor16', 'jerop', 'AparnaVai', 'optane', 'okalldal', 'amin', 'cwenger', 'longqi-bd', 'schmika', 'PVavan', 'tobiaspires', 'kaitos255', 'Imcf1Y3FSatM', 'zewang95', 'leoxiaobin', 'stoptalk', 'a250rlover', 'rkalani', 'limhyeonseok', 'Hanoona', 'PhoebeHsu', 'yuxin', 'zsnv', 'hurjunhwa', 'benchin1', 'fcastanedaga', 'llmtt', 'afarjallah', 'gcbo', 'Junyix', 'Xiaolihai', 'grein91', 'LucasSpangher', 'postbot', 'hirlimann', 'dareman87', 'zzhou9', 'Kirill-Bacha', 'romulo-db', 'huggingface-projects', 'yxooi', 'okanvk', 'YggdrasilDragon', 'khaerens', 'rthaker', 'itayzzzz', 'Huan94', 'dblalock-databricks', 'jebrook', 'jordi-ai2', 'fourinone', 'mizuki-k-aa', 'CatThwWho', 'x54-729', 'team-hatakeyama-phase2', 'jiayisunx', 'kkaytekin', 'smhanan', 'jugu', 'fabandi13', 'Andrea-V', 'todd0215', 'adithyavh', 'Shreya', 'tengyuma', 'nktr', 'catherine-m-zhang', 'gyh2805', 'lamhieu', 'Adnan', 'WecoFuture', 'parthatalukdar', 'leonhecht', 'YeowTong', 'hazelnaht', 'emilychen', 'amritamaz', 'jonathan-heng', 'Almheiri', 'jprzychodzen', 'sumitamd', 'jiefengcgg', 'deweichen', 'zahiTouqan', 'SachetRay', 'niloofarm', 'rookieJeon', 'brent-ml6', 'amanali', 'joshuaw-23', 'kd8rakuten', 'luckychao', 'jinggui', 'fistyyyy', 'xiranbytedance', 'lilu630', 'shendongcaiapple', 'thomasphillip', 'devnjw', 'rahulv16', 'Nymbo', 'prashantsohani', 'nathanyaqueby', 'AshwinSankar', 'xkoay', 'duboc', 'ttalb', 'MelvinSun', 'manfreddiaz-google', 'mayani', 'Timurium', 'anaryegen', 'Ekgren', 'pingchunlin', 'Preyesh', 'huan2023', 'mhiroaki-pfn', 'kmdsadhak', 'ruixie', 'Mikeye666', 'Hitarth0710', 'mrgzadeh', 'Kia1989', 'harihs99', 'nedjmaou', 'llyu9017', 'hanbin', 'calofmijuck', 'zhouzr', 'ShunxingFan', 'BerylW', 'tgeilen', 'chagelsorensen', 'ryota39', 'StableITAdmin', 'Saehanseul', 'vveicao', 'flax-community', 'glennl', 'gregdurrett', 'eric18', 'dhruvmk', 'crtemois', 'ofzhao', 'paris-ai-running-club', 'kzhou215', 'caiomms', 'mikesnodgrass', 'amenegola', 'grclark', 'Mohammedharoon', 'harshadindigal', 'xiaofeij', 'rcheruvu-nvidia', 'AlexeyG', 'StewartChristie', 'OlaHKR', 'Aurelien-Morgan', 'mu1990', 'sincostangerines', 'Yeeeeahhhh', 'zhjohnchan', 'bowenshi', 'nitkan-gdm', 'boxin-wbx', 'triply2024', 'jaaustin', 'batelicm', 'Liam-Liu', 'johahi', 'nieshen', 'tianjun', 'chywang', 'ProfessorRiggins', 'mcrts', 'chengfu0118', 'shili-0212', 'scott-martens', 'yapeichang', 'vangas', 'JessyTsu1', 'peichaoli', 'cassandray', 'vharinto', 'agarwal22megha', 'leafzs', 'jkaniewski', 'huang11', 'thatdevopsguy', 'MikeTRose', 'aiyiwang', 'sanzanalora', 'sandyswang', 'pagezyhf', 'jaokegal', 'vrashad', 'zolicsaki', 'maxnickel', 'hendryman', 'irregular-rhomboid', 'aabdelgalil', 'gptxuser', 'sleepyjarvis', 'ChiyueWei', 'bjhicksau', 'tanumitra', 'xtsssss', 'zlalena2', 'vmoldove', 'Chasell', 'spnv', 'aceebeedii', 'nothingiisreal', 'tisyabb', 'Aratako', 'NVELM', 'htliu', 'navyhour', 'varunvenkate', 'tomaarsen', 'malisezer', 'agabow', 'LLMVietNamChampion', 'Manojkilaru', 'HawKhiem', 'eszuhany-oai', 'kern3l', 'renll', 'jamelito', 'Coloss', 'yaseo', 'russelltcerebras', 'mako-raku', 'crm-ai', 'richardmfan', 'annesamg', 'multilingual', 'FanLiu', 'rnugmano', 'Chenhahe', 'rsmita7', 'deckmar', 'ThalesR', 'ankitnathu', 'nvidia-minhphuongn', 'bigscience', 'dgyl', 'JosephusCheung', 'hims-mittal', 'shoumikhin', 'deepghs', 'wweichen', 'darshkaushik', 'davenportjw', 'tmtsdvn', 'izikg', 'Samip', 'veenau', 'joshao', 'naveen7217', 'stas-shakirov', 'jingquanw', 'Jickelsen', 'dpwe', 'hyunwoo3235', 'FL33TW00D-HF', 'Abdalgader', 'thomaswhitington', 'lcz75', 'shivampanicker16', 'joechiyu', 'oddadmix', '21-aakash', 'mguzek', 'yvsriram', 'mdmmn378', 'Shangming23', 'rishabhdhakar', 'xufanRakuten', 'icebrian', 'skLiu', 'DomingoCDs', 'ManishMuttrejaSF', 'r3tex', 'kakao-enterprise', 'gracehonv', 'vungrapalli', 'nickwindridge', 'dongyanl1n', 'chuckbell', 'talman-fi', 'schindirala', 'Sasikanth', 'adavanian', 'jeffra', 'rajashekar-intel', 'ryan53', 'yunboyer', 'ZoiaKostyreva', 'JVGoog', 'tathi', 'baiqilin', 'Maple728', 'clika-yogi', 'sunwaysu', 'damadei', 'AlexisDesDb', 'slimfrikha-tii', 'sinchanabhat', 'cdSF', 'ianporada', 'aymanmahfouz', 'williamtjhi', 'assafbe-intel', 'yutianz', 'JunWANGAPPLE', 'cvssp', 'Meteonis', 'CountingMstar', 'DavidFM43', 'gmyles', 'LaurenzSommerlad', 'yqyao', 'shreyanmitra', 'hvanderl', 'james-aisg', 'Riyaz96', 'mebrarerdem', 'smrowe4', 'Uijen', 'krutrim-admin', 'jimypbr', 'miwojc', 'lingjzhu', 'tarun-narasimhan', 'ewxy112', 'michael-okeeffe', 'gboorsu', 'littleavocado', 'eyalbd', 'breakend', 'jstephendev', 'hf4h', 'nikhilranjan', 'yhetsugiSBInt', 'Crossssssss', 'joaomrodriguez', 'realjackLee', 'ywen', 'Vision-UI', 'rossja', 'govilh', 'fgdyue', 'CarmenBach', 'karakastarik', 'joshua1xbruce', 'hoxmark', 'jtpeter', 'ar-coy', 'Prosho', 'dlsolomon', 'IsaacBravo', 'neurolattice', 'nadyapeek', 'junwenwu', 'DaddyDaniel', 'adymaharana', 'jimmyetimos', 'hiddenvoices', 'rshakoor', 'madbrum', 'bigscience-bot', 'borzunov', 'h-aida', 'apsys', 'ZhZh2', 'mdp18', 'Alooloo', 'Ananth935', 'hvaara', 'tomo0530hug', 'vollautomat', 'rookielyb', 'YLGoogle', 'chriskarlchan', 'paulfeng-google', 'langtourist', 'tcy6', 'LylaBaek', 'allenste', 'mtrpires', 'chriscasto', 'pjox', 'Minsang', 'saurabh5', 'agoczew', 'BarryShichenHu', 'SeanCavalieri', 'mtakac', 'gaborfodorh2o', 'Stardust-minus', 'tannonk', 'Bapt120', 'vshirasuna', 'medhabasu', 'TaejinK', 'Celinehh', 'taka-yayoi', 'gcohn', 'ramalhete', 'WangwangWeldon', 'murattezgider', 'anhphamduy', 'danielzak', 'kshiprab', 'TopicOverflow', 'rubanraja', 'AlBowenHu', 'leemeng', 'aghannam', 'moasghari', 'todd-li', 'airesearch', 'ylee88intel', 'philipp-fischer', 'rawsh', 'biswajitdevsarma', 'hironow', 'BioEBear', 'dbxinj', 'calvinlin', 'mwerk', 'AnnaSE', 'dannyliu15', 'AbhijeetJ', 'xiaozhugongqiang', 'ICML2022', 'JerryYu2023', 'yoslber', 'zyzhao', 'crankshaw', 'nv-kgreshake', 'changwangss', 'gtong', 'syskelly00', 'joyshennv', 'edurgoni', 'shyampr16', 'mnoga', 'juanwolf', 'nzur', 'mayarmostafa', 'alisowicz', 'multilingual-distil-whisper', 'GaborMadarasz', 'Rentely24', 'Bangkura', 'MelissaHorowitz', 'lauriewhite', 'edjoracoro', 'abisheks-snowflake', 'AnonymousAK', 'MegChu', 'wayne741228', 'y-barmaz', 'XiaoqianNV', 'TreemanWang', 'alkamana', 'kiko-rgb', 'wlyy', 'DummyOrg', 'xxr3376', 'seungtaek-choi', 'Alec-nv', 'weifeng-chen', 'dharouni', 'colin1842', 'rselvan', 'elynnwu', 'Ryan-DeYong-Intel', 'XinyuWang', 'zt2291aapl', 'AIFunOver', 'dmarx', 'akhilavid', 'Goose-World', 'wreich1121', 'RoniWe', 'qishisuren', 'shehanm', 'NLP-Data', 'jiayouEric', 'jlh', 'willsmithDB', 'canders1', 'Leisiruide', 'SoumyaMoha', 'dyin23', 'zhilinw', 'ZiruiWu', 'mrsndmn', 'Alok00', 'jioffe502', 'T1B0', 'pranav-sridhar', 'ruchirpuri101', 'j316chuck', 'dosinovsky', 'skoumoin', 'vance46', 'MMars', 'timothyman', 'shiyue', 'a-slapoguzov', 'huningxin', 'MagiskaGodnattsagor', 'gg-hf-gm', 'MonaF', 'shotkotani', 'konradlisiecki', 'DhiyaEddine', 'weishi-deng', 'erikml-db', 'hhuietkung', 'jusleung', 'schmidgall', 'thucdangvan0209', 'prateekagrawal', 'kushalkodnad', 'sg20230811', 'jpzebrowski', 'Amnonw', 'Arwa88', 'cointegrated', 'ngjhn', 'jonathan-mcfadden-dbr', 'MrGonao', 'panny247', 'JLDustin', 'longhawie', 'NikDB', 'aplayer11', 'zcckernel', 'shail-s', 'neelsj', 'FreddeFrallan', 'ryi06', 'Yulun', 'aniexists', 'miulab', 'ramon33', 'susieyang377', 'pariszhang', 'mgatuiet', 'seaniezhao', 'Arnav14', 'Betty-Heller', 'anab', 'shaoyan1223', 'jeffhallenai', 'mshny', 'Kaiyux', 'jlafleche', 'mwyatt', 'danyolee', 'mmmm24', 'a1exparra', 'AllenADS', 'sanjaypujare', 'Pitosha', 'achao-bytedance', 'zhiyihuang', 'rmatsumoto', 'vpokludova', 'MJonibek', 'juyoungml', 'vickyruirui', 'jbangali', 'alecato', 'koajoel', 'JeanneCh', 'jnpratik', 'taneemishere', 'cuichenx', 'greeneggsandyaml', 'vladmihailescu', 'mykldggn', 'TaewooLee', 'Q-bert', 'timstanton', 'TBCxAiphoria', 'aficek', 'ChristophReich1996', 'aeav4-u50-old', 'ljz12138', 'dingdegao', 'leoshen', 'jimwu', 'vivekvermaiit', 'HanxuHU', 'atadres-google', 'guyueh1', 'jackyliang-gdm', 'xiaodong123', 'tkrupa-intel', 'juampahc', 'pei39', 'krout', 'Jenniferrobinsonservicenow', 'gagagala', 'PY007', 'HYBRIDS', 'chris-huang-bd', 'awdrgyjilplij', 'fan-fu', 'zsanghani', 'nathsudi', 'philsalm', 'ZunWang', 'sedthh', 'mo-osama', 'venkat90', 'shyamt73', 'tylerkaralis', 'E-MIMIC', 'neilienz', 'chaturvediisha6', 'vipinpillai', 'alvinmax', 'Aneesh404', 'baltuna', 'aayrapetyan', 'minqis', 'osanseviero', 'hmbert-64k', 'xjmxyt', 'teven', 'LeenAlQadi', 'ChristianBottger', 'mervatabassy', 'adrianlasota', 'inv0k3r', 'JWatsonDaniels', 'khagn', 'SohamBhosale', 'jimmyzxj', 'nvwilliamz', 'jkasprza', 'qikail', 'byashwan', 'lu-wang-google', 'jetic', 'Wikidepia', 'drew-databricks', 'jeffreyzhou1106', 'ratnam18', 'PeiyangShi', 'mk-swaminathan', 'kavelrao', 'williamkwt', 'nadinechang', 'yuejiao', 'nuprl-staging', 'Keld-SFDC', 'Robur', 'AmolGenAI', 'jupinderp', 'hanumanth', 'omar-bahaa', 'hyunwook-kim', 'eoldridge', 'noeminaepli', 'Sana-ltu', 'DioulaD', 'katia-openai', 'Yadong30', 'celinah', 'campion77', 'hemay', 'mmalohlava', 'mahiroooo', 'manjunath-lalith', 'SinisterBlu', 'jeremywrnr', 'AlanAnsell', 'WilliamTu', 'ingenting', 'finiteautomata', 'klausg', 'sp99', 'mianzg', 'ALM', 'pprokopidis', 'tjoo', 'akeyhero', 'MashaMedvedeva', 'orperel', 'taochenxin', 'thenlper', 'zeyuanyin', 'nektarios-machner', 'muli93', 'romonelida', 'mounika2068', 'lucshi', 'jdlabal', 'svc-nemo-llm', 'ShieldHero', 'alaaelnouby', 'visweshrp-db', 'nilesnavab', 'Walterbot', 'utkarsh010797', 'nwstriving', 'gouravmann', 'CharizardAcademy', 'xtang001', 'ruiwang2uiuc', 'gabrielhamalwa', 'tmensink', 'Luke20', 'sarahooker', 'MarziehFadaee', 'tepei', 'skuma31', 'arenniks', 'haotiz', 'queirugagoogle', 'mmarmstrong', 'bafoleco-db', 'KingNish', 'gnobre', 'Warit', 'agafonovslava', 'mikakoistinen', 'tuyuechen', 'FelixddddXi', 'danf', 'ivarf', 'madelzzz', 'larkZ', 'ffuuugor', 'woasishen', 'adevrani', 'prithv1', 'dgriffiths3', 'jwan584', 'shumingma', 'quentin-leboutet', 'CallMeWu', 'harlingbbb', 'bochengchu', 'na-kwon', 'arushigo', 'autonlp-admin', 'Auden567', 'SorenNumind', 'guowentian', 'l0ngtao1688', 'Ali4ai', 'paularmenakis', 'pljanot', 'qiacheng', 'ubhardwa', 'akba09', 'JeanKaddour', 'RandBj', 'ssainis', 'jhoman', 'gimmy256', 'aspanday', 'nm-w', 'niyiyu', 'xieenze', 'melhoushi', 'Galuh', 'jimmytc', 'kevinlin311tw', 'alkido', 'wondervictor', 'Elsherif', 'jaimemcc', 'pushkarn', 'vignesh1910', 'JoyboyBrian', 'Rayrayray11', 'Ericzhang0115', 'alanzhai219', 'Nirer', 'blepus', 'estherlloyd', 'jbiswas-nvidia', 's-ohashi', 'YazanRatrout', 'themanojdesai', 'yenchen', 'JiahuiA', 'bkaruman', 'sabinajangirova', 'timodenk', 'izaxon', 'zorik', 'db-ai-data', 'open-agents', 'fweers', 'zhuomingfb', 'magtran', 'RiverHe', 'hugginglearners', 'zehao', 'alabarga', 'ejbejaranos', 'anna370', 'BuaaCXF', 'nishantnayak', 'aturingan', 'jtoivone', 'xiayu', 'giladbarkan', 'secina', 'marisol-barrientos', 'adityadeshpande', 'nvsam', 'mssfj', 'mikecaulley', 'eusip', 'selamw', 'BigBang', 'kjhyland', 'viniciof', 'hmbyt5', 'xibosun', 'razimi', 'JingyeChen22', 'ronler', 'jipengli', 'abdullahyang', 'aigreez', 'mjk1000', 'GeonchanUPSTAGE', 'cccei000', 'randomsurfer', 'hpouransari', 'VaskoG', 'sw5237', 'SreyanG-NVIDIA', 'ilovecoke', 'daria-f', 'dash-designer', 'wyu1', 'ctsoukala', 'percins', 'nikkitml', 'cishwarya', 'Liqs', 'greatdeku', 'mjlm', 'terencezhang2024', 'sbakshi7', 'EthioNLP', 'ekfir', 'Shachi', 'erikwijmans', 'virtualmario', 'modelsgaudi', 'c0smic1atte', 'Sakalti-BigModels', 'jchabere', 'juliakharchenko', 'scootersi', 'ink-pad', 'ronironir', 'iagoleoni', 'sailor2-eval', 'audreyleteve', 'shiyemin2', 'cgiannone', 'carmenrl23', 'AnnaKL', 'zixuME', 'andersonchentong', 'PeepDaSlan9', 'bmullan', 'sgadgil', 'yhn112', 'sjdorsey', 'kediwu0331', 'shawnma1', 'kasper-piskorski', 'gblazex', 'fskalka', 'waytan22', 'realog76', 'jchennv', 'askj2024', 'erikjm', 'Ru-k', 'aledevo', 'arvindabacus', 'daniellifehacker', 'srikanth13', 'leonardo3108', 'khoubrane-yousef', 'cereline', 'jisx', 'AllenChai', 'fepegar', 'AzusaLi', 'nirajdesaigoogle', 'yt-ansible-tigris', 'xuejing2409', 'irvingqin', 'symphonylyh', 'mmaltese', 'flaroche', 'jkoric', 'jungok', 't-tech', 'escapeqyq', 'SLLDeC', 'imargulis', 'hyunjun-eun', 'tylerlastovich', 'JeanieT', 'mehulrk18', 'rohitarun-db', 'priyamparashar', 'bashirmoham', 'ontheroll', 'AndreasTeroerdeDatabricks', 'sainijit', 'nv-hwoo', 'bfshi', 'nv-jeff', 'CYUlysses', 'ljunhui', 'thhsieh', 'yusufcakmak', 'jhcai', 'amaraj', 'Yeshenglong', 'ymooni', 'sadafsigmoid', 'mariarozman', 'smg478', 'lkieliger', 'skhas', 'n-mos', 'fjkattan', 'AlanRobotics', 'mrwizard-jmw', 'nuraismail', 'mdelhoneux', 'subs93', 'Ryan123qazss', 'nunonmg', 'cynikolai', 'JimmyZhong', 'Jiafan3', 'mehdidah', 'rsenstad', 'Yong-Ju', 'gunj-j', 'bb-snowflake', 'gzynda', 'hanjayh', 'kurumuz', 'iamjackk', 'gamboviol', 'omarkahmed', 'AnzeXie', 'itabrizian', 'ysimeonov', 'RomanTeucher', 'apalepu', 'DanielWang', 'lingming', 'parth-patel', 'soniakong', 'ruinunca', 'evilll'}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from tqdm.auto import tqdm\n", "related_members = set()\n", "for author in tqdm(list(top_authors)):\n", " try:\n", " for member in api.list_organization_members(author):\n", " #print('org', author, 'member', member.username)\n", " related_members.add(member.username)\n", " except Exception as e:\n", " try:\n", " for org in api.get_user_overview(author).orgs:\n", " #print('user', author, 'org', org.name)\n", " related_members.add(org.name)\n", " except Exception as e:\n", " pass\n", "print(len(related_members))\n", "print(related_members)" ] }, { "cell_type": "code", "execution_count": 36, "id": "e82e0bf9", "metadata": {}, "outputs": [], "source": [ "with open('data/related_authors_list_4.txt', 'w') as f:\n", " for author in related_members:\n", " f.write(author + '\\n')" ] }, { "cell_type": "code", "execution_count": 34, "id": "8480975a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "19974\n" ] }, { "data": { "text/plain": [ "{'paruljaindev',\n", " 'Heigke',\n", " 'RajaniRRao',\n", " 'rsalagame',\n", " 'ricerlu',\n", " 'bbozou',\n", " 'Xarbirus',\n", " 'feicheng',\n", " 'Pratikga',\n", " 'xiafei',\n", " 'JWLIEW',\n", " 'dumitrescustefan-org',\n", " 'deepakagrawal',\n", " 'edvinli',\n", " 'mszczesny',\n", " 'mv-23',\n", " 'TanuPR',\n", " 'cneerukonda',\n", " 'yipenglinoe',\n", " 'sam-marks',\n", " 'ernleite',\n", " 'shangxiaokang',\n", " 'odeds',\n", " 'ashailesh',\n", " 'DanaOsama',\n", " 'tyl5566',\n", " 'step-ai',\n", " 'EricHallahan',\n", " 'pandalla',\n", " 'monicafdez',\n", " 'YakirY',\n", " 'zyaoj',\n", " 'jacksoncheng',\n", " 'manishps',\n", " 'Mike-zhang-00',\n", " 'Tomasio',\n", " 'suimu',\n", " 'kiyono',\n", " 'CharlieBoyer',\n", " 'bwang482',\n", " 'Readrid',\n", " 'taeyong-kim',\n", " 'Zhejiang-Lab',\n", " 'kylemin',\n", " 'Abhinav1Anand',\n", " 'aryason',\n", " 'rahulthapa84',\n", " 'ferran-espuna',\n", " 'LeahStructured',\n", " 'weiyunna',\n", " 'dannyyymak',\n", " 'Beilei518',\n", " 'lukaschen1',\n", " 'agents-course',\n", " 'JWBIAN',\n", " 'SSON9',\n", " 'sf-kbregula',\n", " 'andber',\n", " 'ylrani',\n", " 'apoorva900',\n", " 'rhachiuma',\n", " 'rcojocaru',\n", " 'Filip-Packan',\n", " 'Deepa',\n", " 'XuhanH',\n", " 'byshiue',\n", " 'HarryRabbit',\n", " 'vandrianova',\n", " 'BoboPangdee',\n", " 'jasonnvidia',\n", " 'universalner',\n", " 'ko-nifuramu-raku',\n", " 'arkc',\n", " 'fairyang',\n", " 'khdlr',\n", " 'xiongwang',\n", " 'atharsyed',\n", " 'h-sugi',\n", " 'rchaitra',\n", " 'TempoFunk',\n", " 'ragerri',\n", " 'reza-ai2',\n", " 'apant',\n", " 'arjunraibhatti',\n", " 'TaylorAI',\n", " 'SK60',\n", " 'eopXD',\n", " 'lapeyre',\n", " 'susumuota',\n", " 'keiththoma',\n", " 'sina-pro',\n", " 'ArturoHurtado7',\n", " 'thepooya',\n", " 'alewarne',\n", " 'leslien88',\n", " 'M-Kaiser',\n", " 'rushil12345',\n", " 'liang-xxx',\n", " 'TamaraKastorff',\n", " 'hayashizaki-yu',\n", " 'fxmarty-amd',\n", " 'GuobingChen',\n", " 'HaystackBot',\n", " 'yunzimzhang',\n", " 'iacolippo',\n", " 'lauraio',\n", " 'wbq1234567',\n", " 'jansowa',\n", " 'mengsayloem',\n", " 'pkhieu1989',\n", " 'AKMSNRT',\n", " 'ivovpetrov01',\n", " 'snutanon',\n", " 'fellipemedeiros',\n", " 'uw-madison',\n", " 'rxin',\n", " 'ewanlister',\n", " 'xxxllill',\n", " 'ssardana-sfl',\n", " 'kristinzou',\n", " 'hbenoit',\n", " 'moritz-boe',\n", " 'qiuqianru',\n", " 'duckaiml',\n", " 'alaneto',\n", " 'ypyp',\n", " 'Jianhong1',\n", " 'xuan0803',\n", " 'KoKawahira',\n", " 'shubhamp-cerebras',\n", " 'naveenmosaic',\n", " 'chenblair',\n", " 'bdaum',\n", " 'kudep',\n", " 'davidkimmy',\n", " 'paulpanwang',\n", " 'jinzhang21',\n", " 'giadap',\n", " 'nexus-jt-llm',\n", " 'goodbc',\n", " 'kosmask',\n", " 'nyarunyarunya',\n", " 'ybgao-nvidia',\n", " 'Cebtenzzre',\n", " 'chenfeng1071',\n", " 'mattyggg',\n", " 'aremu24lelapa',\n", " 'fglee',\n", " 'Meiran',\n", " 'michael-guenther',\n", " 'simonfl',\n", " 'parvizmp',\n", " 'pmvascon',\n", " 'au1206',\n", " 'ajabal',\n", " 'yukino9',\n", " 'yjian-oai',\n", " 'pchaudh',\n", " 'benshafat',\n", " 'prathameshnimkar',\n", " 'suhininalex',\n", " 'christianengel',\n", " 'ZhaoCheng96',\n", " 'wbhu-tc',\n", " 'meenaxisg',\n", " 'ahota',\n", " 'Hbzh',\n", " 'maiad353',\n", " 'blastwind',\n", " 'sanjeevnv',\n", " 'zenglime',\n", " 'jjenkinsiv',\n", " 'yhirokawa',\n", " 'alfonsocampodonico',\n", " 'vishruth-nath-sfc',\n", " 'sidaw',\n", " 'Morepeanuts',\n", " 'ranzhejiang',\n", " 'yifnv',\n", " 'OdiaGenAIdata',\n", " 'zhoumogoog',\n", " 'RCubed',\n", " 'javedkhan2009',\n", " 'BFuhry-Intel',\n", " 'azook',\n", " 'AdamMi',\n", " 'linneaross',\n", " 'bbozkaya',\n", " 'michael-upstage',\n", " 'Fatima33',\n", " 'BuldakovN',\n", " 'DeclanW',\n", " 'hyxmmm',\n", " 'LUDOVICP',\n", " 'ryan-rozanitis-bd',\n", " 'Yuto077777',\n", " 'Cycleli',\n", " 'magicism',\n", " 'jonas-ruixiang',\n", " 'charlesb-nv',\n", " 'jsusskind',\n", " 'srijanmishraapple',\n", " 'sguelich',\n", " 'kmahajan',\n", " 'qchong',\n", " 'NLP-UniBW',\n", " 'YinTatMSFT',\n", " 'hoanguyen0705',\n", " 'LLMAccountability',\n", " 'Lakshmii07',\n", " 'Nebilz',\n", " 'audrina-google',\n", " 'lucknowai',\n", " 'gsimonetti',\n", " 'quanghaphan',\n", " 'akadiankk',\n", " 'wzk1015',\n", " 'GreenAL',\n", " 'nokazaki',\n", " 'ashoksundaresan-snow',\n", " 'MarkYQJ',\n", " 'n1harika',\n", " 'chenhsuanlin',\n", " 'JelleFoks',\n", " 'lynnhao',\n", " 'salemalmarri',\n", " 'bberlin',\n", " 'ArImT',\n", " 'aldomeneses',\n", " 'timlacroix',\n", " 'edmenciab',\n", " 'namera-hf',\n", " 'jboyer',\n", " 'Ryan-zl',\n", " 'jason69135',\n", " 'linview',\n", " 'chdu',\n", " 'hyochangyang',\n", " 'amitchawla1',\n", " 'gblong1',\n", " 'sharonstern',\n", " 'HuaWu888',\n", " 'Cyren4',\n", " 'vilewind',\n", " 'aryelcius',\n", " 'TheWumpus',\n", " 'haoxiaohao',\n", " 'aleksandrliubich',\n", " 'whudson1',\n", " 'JordanSnow',\n", " 'amalegaonkar',\n", " 'OvaltineSamuel',\n", " 'dkaranja',\n", " 'nestorarbelaez',\n", " 'dariolopez',\n", " 'jklj077',\n", " 'cbanaczx',\n", " 'nutis',\n", " 'mityasmc',\n", " 'maxtsc',\n", " 'm-mazurkevich',\n", " 'hitoshizuku',\n", " 'nithin-sarvam',\n", " 'haozhez',\n", " 'AmaanK2',\n", " 'jcr987',\n", " 'Aswanth',\n", " 'patrick-s-h-lewis',\n", " 'leod-nv',\n", " 'JeremyCJM',\n", " 'assambanova',\n", " 'mattiazeni',\n", " 'IronSon98',\n", " 'jstamps',\n", " 'yiqing5',\n", " 'sooyeonKim',\n", " 'mkozuki',\n", " 'antoniochiappetta',\n", " 'adh8885',\n", " 'shangru',\n", " 'amilios',\n", " 'mli0603',\n", " 'EricHuCao',\n", " 'JeremiasBohn',\n", " 'arajagopal',\n", " 'viewsetting',\n", " 'Alan9697',\n", " 'TwinkStart',\n", " 'yki041',\n", " 'najibh10',\n", " 'biocad',\n", " 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'sumika-tsuda',\n", " 'Vladx',\n", " 'achterbrain',\n", " 'rvlopes',\n", " 'totorororo',\n", " 'scordee',\n", " 'reysaputra',\n", " 'xy83-uw',\n", " 'cesar-d-hernandez',\n", " 'Kimish',\n", " 'Bemnet',\n", " 'daxmu',\n", " 'SimonLindgren',\n", " 'svaibhav',\n", " 'debjyotipaul',\n", " 'mbruehl',\n", " 'wetsoledrysoul',\n", " 'twkillian',\n", " 'zhwang01',\n", " 'wkr-apple',\n", " 'hugnia',\n", " 'richharang',\n", " 'Gyatek',\n", " 'xutujie',\n", " 'kento15',\n", " 'pyc96',\n", " 'haohw',\n", " 'PhillipHoward',\n", " 'gladstone-openai',\n", " 'jhofman',\n", " 'tampferl',\n", " 'lcipolina',\n", " 'Mardzi',\n", " 'brianhess',\n", " 'blueberryabc',\n", " 'Hamza-Alobeidli',\n", " 'manavrm',\n", " 'bjelkenhed',\n", " 'mnmsd',\n", " 'ff12345ff',\n", " 'ojasvisinghal',\n", " 'rosezhu',\n", " 'tomoatsu-sekikawa',\n", " 'ajimeno',\n", " 'prateekbs',\n", " 'yoonhachoe',\n", " 'Ethan10',\n", " 'frammie',\n", " 'rp-yu',\n", " 'dkundel-openai',\n", " 'WJK17',\n", " 'jgriesser',\n", " 'cad1',\n", " 'hdp617',\n", " 'MattKkai',\n", " 'AnkitaNvidia',\n", " 'alexhsin',\n", " 'PeixiangTC',\n", " 'tasnim',\n", " 'HajarAlm',\n", " 'Shrishmarnad',\n", " 'sfc-gh-yewang',\n", " 'speech-seq2seq',\n", " 'karya0',\n", " 'whoisj',\n", " 'wissam-benboubaker',\n", " 'arielephrat',\n", " 'Datahero330',\n", " 'tiffanyshih',\n", " 'haileys',\n", " 'lbb5018',\n", " 'mohitk-cerebras',\n", " 'ahad-s',\n", " 'musicet37',\n", " 'TencentOpen',\n", " 'uchidama',\n", " 'cgeorgiaw',\n", " 'fluffy-ai',\n", " 'davidkoski',\n", " 'sokigo-ekelund',\n", " 'nicolaus625',\n", " 'hahaha010101',\n", " 'brkilars',\n", " 'xtreme-s',\n", " 'horde-research',\n", " 'ulmarise',\n", " 'APatrickJ',\n", " 'wachynaky',\n", " 'hermes-testing',\n", " 'QueenieZ',\n", " 'heidizlei',\n", " 'raileymontalan',\n", " 'ramamaram',\n", " 'jisangyu',\n", " 'Maeg',\n", " 'faraz525',\n", " 'Bin12345',\n", " 'brentstephens',\n", " 'bhattar1',\n", " 'CNS-MLP',\n", " 'mquad',\n", " 'jalves97',\n", " 'kdricci',\n", " 'dmwhite',\n", " 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'jhandzik',\n", " 'jtisbell',\n", " 'SinclairAlexander',\n", " 'mnagired',\n", " 'amandafurtado',\n", " 'alcorn-db',\n", " 'FredrikB',\n", " 'sriabhishek',\n", " 'zaisui',\n", " 'yijing233',\n", " 'jinghuiPP',\n", " 'kellymarchisio',\n", " 'samta-kamboj',\n", " 'MarcusA78',\n", " 'amlank-nv',\n", " 'MatthiasDurivet',\n", " 'mdvoretc-intel',\n", " 'mnowotkaSF',\n", " 'filco306',\n", " 'EugenioiGenius',\n", " 'sndhananjay',\n", " 'pengyuan',\n", " 'sandwichlab',\n", " 'citrusjunos',\n", " 'purblue',\n", " 'ShadyPiByte',\n", " 'alinepaes',\n", " 'Sirenna0796',\n", " 'miliadis',\n", " 'TheGreatestEvers',\n", " 'josesouza',\n", " 'chtxxxxx',\n", " 'ehorning',\n", " 'yoland',\n", " 'anindyamondal',\n", " 'HugCraftCoder',\n", " 'cbasile74',\n", " 'n-son',\n", " 'ServiceNow',\n", " 'a0x8o',\n", " 'nluo',\n", " 'eskandermirza',\n", " 'LocalLLaMA',\n", " 'sealical',\n", " 'darylducharme',\n", " 'tylermullen',\n", " 'jz-nv',\n", " 'eduseiti',\n", " 'xiangrong',\n", " 'feragru',\n", " 'tosch22',\n", " 'Wolters',\n", " 'gegallego',\n", " 'mahathivatsal',\n", " 'Ericlei',\n", " 'rafikitechnology',\n", " 'jschew',\n", " 'MahaAlblooki',\n", " 'dhruv172',\n", " 'ershang-fireworks',\n", " 'xxnvtest',\n", " 'rick-c-goog',\n", " 'Archaic0629',\n", " 'TRM-coding',\n", " 'p3achyjr',\n", " 'tpresley',\n", " 'benmschmidt',\n", " 'zhuangzhuangmang',\n", " 'juliohsu',\n", " 'ahmads-meta',\n", " 'csamant',\n", " 'ashwinsrikant1',\n", " 'Farshaad',\n", " 'ErwanGoogle',\n", " 'benjaminmcclellan',\n", " 'zhiqilinv',\n", " 'hieule',\n", " 'sfc-gh-misong',\n", " 'akilasarvamai',\n", " 'scosss1',\n", " 'coding-assistant-custom',\n", " 'vip201',\n", " 'abmarcum',\n", " 'djrivera',\n", " 'dshavkani',\n", " 'mandarjoshi',\n", " 'albertshaw',\n", " 'janatnans',\n", " '2A2I-R',\n", " 'vmumbai',\n", " 'dgletts',\n", " 'kmcintel',\n", " 'holzhauerL',\n", " 'longduo',\n", " 'wkobielx',\n", " 'Veldrovive',\n", " 'tsuyoshiokita400',\n", " 'howardguo222',\n", " 'JWMB',\n", " 'Keji1220',\n", " 'bobmilk',\n", " 'linagardsjo',\n", " 'Somayeh-Rahimipour',\n", " 'clindahl',\n", " 'ohhhhwang',\n", " 'priya003',\n", " 'agru13',\n", " 'cklee-nvidia',\n", " 'yjc0',\n", " 'nikkipope',\n", " 'snizampatnam',\n", " 'andrew-openai',\n", " 'meenakshi2710',\n", " 'reinapradhan',\n", " 'ZhaofengZhang-AMD',\n", " 'PatrikoPy',\n", " 'danielp1402',\n", " 'mahdiislam79',\n", " 'aksjain',\n", " 'alam-shorna',\n", " 'mboss',\n", " 'cakesson',\n", " 'lcao2019',\n", " 'zhen-yang',\n", " 'harnoork555',\n", " 'yimingju2',\n", " 'JasonZheng20',\n", " 'jiarui-lu',\n", " 'Anupritaa25',\n", " 'Sakowich',\n", " 'galenh',\n", " 'senthilps8',\n", " 'ganlinyang',\n", " 'IlyasPatel',\n", " 'cyleee',\n", " 'gushob',\n", " 'suyue005',\n", " 'grstevens',\n", " 'asishsf',\n", " 'yichean',\n", " 'dfvbefkew',\n", " 'nikiburggraf',\n", " 'alphanet',\n", " 'theHugo',\n", " 'tianla',\n", " 'pml661B',\n", " 'sara-moricz',\n", " 'Pradeepj',\n", " 'HelloGitHub',\n", " 'anureddy13',\n", " 'rrkkumar',\n", " 'adampingelibm',\n", " 'arendjan',\n", " 'kdcyberdude',\n", " 'ricbar',\n", " 'not-matty',\n", " 'Baisakhi',\n", " 'manelsonnvidia',\n", " 'SFLY5',\n", " 'DKYoon',\n", " 'Shridhars',\n", " 'jefforr',\n", " 'tcz717',\n", " 'sandraorion',\n", " 'mikichan',\n", " 'titan22',\n", " 'valtsblukis',\n", " 'ozmanakram',\n", " 'nilayc',\n", " 'zhangoo',\n", " 'UUGTech',\n", " 'gururay',\n", " 'ArthurConmyGDM',\n", " 'sunshizhuo',\n", " 'sprendergast',\n", " 'MersadEsalati',\n", " 'michwang',\n", " 'shreyanid',\n", " 'INAGUA',\n", " 'KoT9R',\n", " 'rengel-nvidia',\n", " 'Kristof0101',\n", " 'scherkas',\n", " 'GoForYouOK',\n", " 'two135',\n", " 'Midm-LLM',\n", " 'eliyac10',\n", " 'TankTong',\n", " 'Roseky',\n", " 'maialsh',\n", " 'Merakist',\n", " 'samet-akcay',\n", " 'pschlichter',\n", " 'ashleychow',\n", " 'jomyalappattu',\n", " 'RylanSchaefferAtGoogle',\n", " 'MathiasHBG',\n", " 'MariaCastillo',\n", " 'srangaraju',\n", " 'AIM0x',\n", " 'rawanbadawi',\n", " 'omrialmog',\n", " 'Moyu-hrsun',\n", " 'dennisalp',\n", " 'brendanhills',\n", " 'benboon',\n", " 'boldatapple',\n", " 'anahita-b',\n", " 'tktung',\n", " 'mait24',\n", " 'yaoyou',\n", " 'galanisd',\n", " 'kmuthusa',\n", " 'pwerneck',\n", " 'yinfeiy',\n", " 'bensudo',\n", " 'bcui19',\n", " 'norman-ingal',\n", " 'riya2597',\n", " 'slakumalla',\n", " 'oxxenix',\n", " 'jkisel',\n", " 'Yulmu',\n", " 'elizaeliza',\n", " 'strangerTHU',\n", " 'hsiehjackson',\n", " 'Qinwen',\n", " 'tokkilab',\n", " 'rujoshi',\n", " 'gpucce',\n", " 'SpencerCM',\n", " 'lukaszbk-google',\n", " 'fpliu',\n", " 'SarjuSF',\n", " 'WeiwenXia',\n", " 'psbotta',\n", " 'basco1',\n", " 'daveshrestha',\n", " 'cspnanda',\n", " 'zeerak',\n", " 'guptarhl',\n", " 'justinjm',\n", " 'iambestfeed',\n", " 'alm108',\n", " 'stamos12138',\n", " 'javi8979',\n", " 'ganeshkondapuram',\n", " 'dmitriikirkhmeier',\n", " 'mirjamsk',\n", " 'HuggingZhen',\n", " 'gaurvinayak',\n", " 'yaoyu-33',\n", " 'brad-mengchi',\n", " 'huu-ontocord',\n", " 'aswkumar',\n", " 'LouisStability',\n", " 'anishagartia',\n", " 'erez1324',\n", " 'jbeskow',\n", " 'qq1007',\n", " 'Rayen666',\n", " 'vunnysodhi',\n", " 'mlgpu2023',\n", " 'mylesbaker',\n", " 'ljun00',\n", " 'cqshu',\n", " 'MahoNj',\n", " 'connor-mccormick',\n", " 'scsudhakaran',\n", " 'fabianfalck-microsoft',\n", " 'misono',\n", " 'PhilippvK',\n", " 'HillshireHayseed',\n", " 'zhongruiwang',\n", " 'Lucky2022',\n", " 'tdelamore',\n", " 'jeffreyhagen',\n", " 'WojtekMar',\n", " 'peterwof',\n", " 'ayae',\n", " 'snjstudents',\n", " 'marpatag',\n", " 'avbodas',\n", " 'yueli1234',\n", " 'Pravopysnyk',\n", " 'Edwardjin1',\n", " 'ankitapasad',\n", " 'mithunb94',\n", " 'lenscloth',\n", " 'Xiezhendong',\n", " 'bleiweiss',\n", " 'paula-ai2',\n", " 'MarengoL',\n", " 'Kamala11',\n", " 'tho',\n", " 'brkkaya',\n", " 'lyjee1128',\n", " 'cxiong',\n", " 'ktros',\n", " 'C0mmanderSt0rm',\n", " 'RivaShen',\n", " 'mpenenory',\n", " 'evanotero-google',\n", " 'jcullen',\n", " 'tmrolle',\n", " 'abakirci',\n", " 'bemike101',\n", " 'bayesiansapien',\n", " 'brandidhager',\n", " 'MichaelHanasdj',\n", " 'ramen-stein-94',\n", " 'panshucheng',\n", " 'jrobb',\n", " 'petewarden',\n", " 'mvh',\n", " 'egor-pakhomov',\n", " 'pstock',\n", " 'avsanjay',\n", " 'yury-zyphra',\n", " 'msathyamoorthy',\n", " 'mjoux',\n", " 'ffeldhaus',\n", " 'futureHasArrived',\n", " 'abeebe',\n", " 'zacklee2001',\n", " 'shanjiaz',\n", " 'pvelab',\n", " 'OsvaldNV',\n", " 'crsvndv',\n", " 'nikip',\n", " 'svendietz',\n", " 'nathanplmn',\n", " 'HenryApple',\n", " 'nivde',\n", " 'oneframe',\n", " 'Huicb',\n", " 'gligen',\n", " 'Coco72',\n", " 'nemotemo',\n", " 'Mujojojo',\n", " 'JanPf',\n", " 'spencerkim',\n", " 'Ryehr',\n", " 'erkann',\n", " 'tcletnes',\n", " 'sh1gechan',\n", " 'joehink99',\n", " 'AmandaNV',\n", " '0ctal',\n", " 'pochunhsu',\n", " 'atredi',\n", " 'asrivas',\n", " 'tdbyted',\n", " 'AnnLo',\n", " 'jmusa123',\n", " 'subhankarg',\n", " 'm-strzelczyk',\n", " 'lnigam',\n", " 'andrepro1',\n", " 'asif-hanif',\n", " 'Posiadacz',\n", " '14kwonss',\n", " 'terrykoo',\n", " 'jesse0917',\n", " 'Luckayrm',\n", " 'Jing29',\n", " 'xdaNvidia',\n", " 'Stuti',\n", " 'sineeli',\n", " 'Vladislav0Art',\n", " 'anthonychen',\n", " 'MehakGupta210',\n", " 'yifanruan',\n", " 'markurtz',\n", " 'yingliuhf',\n", " 'orybakov',\n", " 'LLM-DEMO',\n", " 'Jialong',\n", " 'andjon',\n", " 'pwolf15',\n", " 'LinFengguang',\n", " 'smurakawa',\n", " 'zyan4',\n", " 'dbarbuzzi',\n", " 'boobyg1',\n", " 'StephSimm',\n", " 'JalalEdAider',\n", " 'osunay',\n", " 'CrazyHippo',\n", " 'zachfw',\n", " 'hichame',\n", " 'decrystal',\n", " 'wenkaichen',\n", " 'Eeporter',\n", " 'Azhuvath',\n", " 'zberger',\n", " 'xingchengzhou',\n", " 'HaoFeng2025',\n", " 'awarno',\n", " 'erseux',\n", " 'MiniML',\n", " 'whanau',\n", " 'prashant-oai',\n", " 'hackmebroo',\n", " 'mrtw',\n", " 'samuel-amd',\n", " 'Shubhamp05',\n", " 'Kaining',\n", " 'yashlara',\n", " 'ShaniaTzang',\n", " 'SamsonP',\n", " 'aidenlow',\n", " 'Davidqian123',\n", " 'JamesZhutheThird',\n", " 'zzh142857',\n", " 'bnajib',\n", " 'liwan14x',\n", " 'dxxzdxxz',\n", " 'Feder09',\n", " 'alirezaghaffari',\n", " 'nm-autobot',\n", " 'ajln',\n", " 'inhye',\n", " 'henryhj',\n", " 'mark20250409',\n", " 'zKulesza',\n", " 'kareymann',\n", " 'vraghavan',\n", " 'nwhite',\n", " 'michaelgod5',\n", " 'staalexa',\n", " 'avshalomman',\n", " 'hmkadhem',\n", " 'uhuradata',\n", " 'abdoulfataoh',\n", " 'fan099',\n", " 'bohugooglehug',\n", " 'StellaSitong',\n", " 'phamson02',\n", " 'll-re',\n", " 'theashwinner',\n", " 'moshik1',\n", " 'antonbragin',\n", " 'OpenChatDev',\n", " 'jbragg',\n", " 'pierrefdz',\n", " 'rdagli',\n", " 'dctanner',\n", " 'raghs1',\n", " 'harrysanders',\n", " 'jeffwongApple',\n", " 'ChloeLee22',\n", " 'marcovolino',\n", " 'mafrazier',\n", " 'jlemmon',\n", " 'fdalvi',\n", " 'ssany',\n", " 'shreejam',\n", " 'gilleti',\n", " 'obliviate3333333',\n", " 'linqresearch',\n", " 'Satishcv',\n", " 'shengyi-qian',\n", " 'forketyfork',\n", " 'Hanqing',\n", " 'halanzi',\n", " 'shmahaj',\n", " 'seans3',\n", " 'vxe',\n", " 'ysalina',\n", " 'wangdongzhe01',\n", " 'rameshch',\n", " 'peetzweg',\n", " 'kn777',\n", " 'AnjulieAgrusa',\n", " 'shanest',\n", " 'jasuca',\n", " 'quality-diversity',\n", " 'mobyrt',\n", " 'Dinura',\n", " 'fran-unstructured',\n", " 'yutaoudem',\n", " 'semic',\n", " 'datasmithing-holly',\n", " 'uenopreferredjp',\n", " 'Tingquan',\n", " 'lingxiao11231',\n", " 'nvissersolissa',\n", " 'zhuoyang20',\n", " 'tuxedocat',\n", " 'lgrangeau',\n", " 'jfung33',\n", " 'TimAndKarenAt2023',\n", " 'gloo1',\n", " 'WojciechKusa',\n", " 'radhikar',\n", " 'gasse',\n", " 'tomotoint',\n", " 'paul-lambda',\n", " 'jfarri',\n", " 'nvandoorve',\n", " ...}" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for author in related_members:\n", " if author in blacklisted_authors:\n", " continue\n", " if author in old_authors:\n", " continue\n", " authors_to_search.add(author)\n", "\n", "print(len(authors_to_search))\n", "authors_to_search" ] }, { "cell_type": "code", "execution_count": null, "id": "3be6f6b9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "User(username='bluexmas', fullname='Ryu', avatar_url='/avatars/cccb404041fd841eb405e48ef9a08fea.svg', details=None, is_following=False, is_pro=False, num_models=2, num_datasets=0, num_spaces=0, num_discussions=0, num_papers=0, num_upvotes=0, num_likes=0, num_following=0, num_followers=0, orgs=[])" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "api.get_user_overview(author)" ] }, { "cell_type": "code", "execution_count": 35, "id": "da05a769", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 19974/19974 [1:23:28<00:00, 3.99it/s]\n" ] } ], "source": [ "from tqdm.auto import tqdm\n", "\n", "open(f'data/top_authors_4.jsonl', 'w').close()\n", "\n", "for author in tqdm(list(authors_to_search)):\n", " models_iterator = api.list_models(author=author, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags'], sort='likes', direction=-1)\n", "\n", " with open(f'data/top_authors_4.jsonl', 'a') as f:\n", " for model in models_iterator:\n", " f.write(json.dumps(model_to_dict(model), ensure_ascii=False) + '\\n')" ] }, { "cell_type": "code", "execution_count": 37, "id": "8ab6ede7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[('Tristan', 407), ('amy-hyunji-lee', 375), ('parinzee', 323), ('ibm-research', 312), ('huggingartists', 243), ('AlekseyKorshuk', 225), ('gerou161', 189), ('MultiBertGunjanPatrick', 170), ('tinycompany', 155), ('spacemanidol', 151), ('bs-la', 134), ('yunjae-won', 104), ('NaoS2', 101), ('jiyeonkim', 100), ('lora-library', 98), ('p1atdev', 90), ('laion', 81), ('dtorber', 81), ('trl-lib', 81), ('Saxo', 81), ('Efficient-Large-Model', 78), ('flammenai', 74), ('TaylorAI', 73), ('horheynm', 73), ('deadcode99', 71), ('amazingvince', 71), ('esc-bench', 70), ('w32zhong', 69), ('JW17', 67), ('Bainbridge', 66), ('NeelNanda', 65), ('h2oai', 63), ('bartelds', 63), ('Aratako', 63), ('diffusers', 61), ('fusing', 59), ('gokaygokay', 56), ('aloobun', 56), ('science-of-finetuning', 55), ('openaccess-ai-collective', 55), ('kormo-lm', 54), ('universalml', 53), ('SKNahin', 52), ('JesperBergquist', 52), ('pharaouk', 52), ('ontocord', 51), ('sqrk', 50), ('kfallah', 50), ('stoddur', 49), ('sil-ai', 49), ('jxm', 48), ('huggan', 47), ('GritLM', 46), ('tarsur909', 45), ('Andyrasika', 45), ('crystina-z', 45), ('ayousanz', 44), ('ansilmbabl', 42), ('pittawat', 42), ('Takvmi', 42), ('parasora', 41), ('NeverSleep', 41), ('milyiyo', 40), ('SummerSigh', 40), ('dyyyyyyyy', 40), ('Seongyun', 39), ('Splend1dchan', 39), ('pandalla', 38), ('Yukang', 38), ('iambestfeed', 37), ('Sleoruiz', 37), ('Nitral-AI', 37), ('starriver030515', 36), ('fpadovani', 36), ('huggingnft', 35), ('stvhuang', 35), ('trl-internal-testing', 35), ('MU-NLPC', 34), ('team-sanai', 34), ('IsmaelMousa', 34), ('vg055', 34), ('DarwinAnim8or', 33), ('context-mt', 33), ('liuhaotian', 33), ('Dahoas', 33), ('hieule', 32), ('nhatminh', 32), ('tannonk', 32), ('dicta-il', 31), ('HuggingFaceFW', 30), ('EddyGiusepe', 30), ('peft-internal-testing', 30), ('Warlord-K', 30), ('webis', 29), ('LeTue09', 29), ('fal', 29), ('Chaeeun-Kim', 28), ('corenet-community', 28), ('Shitao', 28), ('asas-ai', 28), ('dvruette', 27), ('tokenizers-info-science', 27), ('Darejkal', 27), ('somosnlp-hackathon-2025', 27), ('lmsys', 27), ('turing-motors', 27), ('responsibility-framing', 26), ('qwedsacf', 26), ('fhai50032', 26), ('ibragim-bad', 26), ('andreaskoepf', 26), ('OpenAssistant', 26), ('kurianbenoy', 26), ('voyageai', 25), ('theblackcat102', 24), ('atlimited', 24), ('84nth08h', 24), ('ejbejaranos', 24), ('maverickrzw', 23), ('msy127', 23), ('SakanaAI', 23), ('jinhybr', 23), ('k4black', 22), ('datht', 22), ('whyoke', 22), ('radlab', 21), ('WebOrganizer', 21), ('cfli', 21), ('k-l-lambda', 20), ('konstantindobler', 20), ('megagonlabs', 20), ('Edmon02', 20), ('esb', 20), ('fimu-docproc-research', 20), ('sweet-dreambooths', 19), ('PygmalionAI', 19), ('AgentPublic', 19), ('huypn16', 19), ('LLMs', 19), ('mkshing', 19), ('hmteams', 18), ('BoyaWu10', 18), ('nlee-208', 18), ('Tawkat', 18), ('micole66', 18), ('reciprocate', 18), ('benjamin-paine', 18), ('vasista22', 18), ('Amalq', 18), ('Segamboam', 17), ('zetavg', 17), ('opendatalab', 17), ('sagorsarker', 17), ('BioMedTok', 17), ('AlanRobotics', 17), ('indonlp', 16), ('ji-xin', 16), ('kdf', 16), ('model-garden-lms', 16), ('Sakits', 16), ('juliozhao', 16), ('Udoy', 16), ('M4-ai', 16), ('zh-tw-llm-dv', 16), ('deprem-ml', 16), ('SarwarShafee', 15), ('kdcyberdude', 15), ('NamCyan', 15), ('Symato', 15), ('galsenai', 15), ('Vezora', 15), ('kastan', 15), ('kochan13', 15), ('roborovski', 15), ('CompVis', 15), ('transformersbook', 15), ('Utshav', 15), ('mrsteyk', 15), ('Meohong', 15), ('endomorphosis', 15), ('hibikaze', 15), ('date3k2', 15), ('chaoscodes', 14), ('gligen', 14), ('nanotron', 14), ('gwlms', 14), ('doubledsbv', 14), ('bs-modeling-metadata', 14), ('ParasiticRogue', 14), ('kienlt', 14), ('sergi24sanchez', 14), ('CarperAI', 14), ('Wan-AI', 14), ('hucruz', 14), ('binhquoc', 14), ('team-nave', 14), ('HanxuHU', 14), ('dariolopez', 13), ('Bin12345', 13), ('Br3ad', 13), ('kulia-moon', 13), ('Turbo-AI', 13), ('ai2-adapt-dev', 13), ('hmbert', 13), ('daqc', 13), ('hmbert-tiny', 13), ('DipanAI', 13), ('asimokby', 13), ('dmatekenya', 13), ('michaelrglass', 13), ('KCourtney', 13), ('sanagnos', 13), ('DanielSc4', 13), ('ZurabDz', 13), ('csuhan', 13), ('haoheliu', 13), ('ainize', 13), ('hmbert-64k', 13), ('EthioNLP', 13), ('AIARTCHAN', 12), ('PygTesting', 12), ('chavinlo', 12), ('merge-crew', 12), ('gossminn', 12), ('suehyunpark', 12), ('tanhuajie2001', 12), ('asoria', 12), ('yehzw', 12), ('robertgshaw2', 12), ('nuprl', 12), ('ByteSpanTokenisers', 12), ('atharvanighot', 12), ('Alwaly', 12), ('MonteXiaofeng', 12), ('FunAudioLLM', 12), ('hugginglearners', 12), ('universalner', 11), ('onnookk', 11), ('scikit-learn', 11), ('sachin6624', 11), ('Akbartus', 11), ('wieheistdu', 11), ('lct-rug-2022', 11), ('DDUF', 11), ('UJJAWAL-TYAGI', 11), ('ai-human-lab', 11), ('OdiaGenAI', 11), ('zirui3', 11), ('HarshvardhanCn01', 11), ('jcrOrganisation', 11), ('neginr', 11), ('AlignmentLab-AI', 11), ('hideax', 11), ('shahules786', 11), ('nunenuh', 11), ('susumuota', 10), ('Apucs', 10), ('jorge-henao', 10), ('BaselMousi', 10), ('jfischoff', 10), ('onkarsus13', 10), ('lodrick-junk', 10), ('qazimbhat1', 10), ('HydraIndicLM', 10), ('butternese', 10), ('taskydata', 10), ('NghiemAbe', 10), ('BatsResearch', 10), ('NewT5SharedHeadsSharedKeyValues', 10), ('KoalaAI', 10), ('xDAN2099', 10), ('Open-Orca', 10), ('BatuhanYilmaz', 10), ('mbayan', 10), ('gaussalgo', 10), ('diffusers-internal-dev', 10), ('juanjucm', 10), ('mssfj', 10), ('jcr987', 9), ('seonglae', 9), ('Alexandre-Numind', 9), ('nousr', 9), ('dreamerdeo', 9), ('Sombit', 9), ('naver-clova-ix', 9), ('hyperdemocracy', 9), ('kaisugi', 9), ('vinhtran2611', 9), ('gabriellabollici', 9), ('msong', 9), ('yuta0x89', 9), ('tyoyo', 9), ('seungillee', 9), ('anggiatm', 9), ('esoria3', 9), ('simplescaling', 9), ('infgrad', 9), ('z-uo', 9), ('zpn', 9), ('helenpy', 9), ('sboughorbel', 9), ('rwheel', 9), ('kandinsky-community', 9), ('dekangli', 9), ('chenxingphh', 9), ('juyoungml', 9), ('uw-madison', 8), ('rp-yu', 8), ('ahmedabdelali', 8), ('alex6095', 8), ('sana-ngu', 8), ('Ligeng-Zhu', 8), ('laverdes', 8), ('sea-snell', 8), ('seonghyeonye', 8), ('skang187', 8), ('simeneide', 8), ('tasksource', 8), ('liamcripwell', 8), ('daichira', 8), ('FastVideo', 8), ('nlpai-lab', 8), ('pxyu', 8), ('mT0', 8), ('LuuNgoc2k2', 8), ('huzama', 8), ('doyoungkim', 8), ('cqyan', 8), ('P01son', 8), ('We-Want-GPU', 8), ('tensorops', 8), ('peter-sk', 8), ('anhphamduy', 8), ('TeraTTS', 7), ('Tingquan', 7), ('avacaondata', 7), ('Voicelab', 7), ('Zhoues', 7), ('sanmaro6803', 7), ('ShotaMatsumoto', 7), ('dsksd', 7), ('theoer', 7), ('AaronHuangWei', 7), ('deepkawamura', 7), ('unstructuredio', 7), ('schmuell', 7), ('Rolv-Arild', 7), ('kanxxyc', 7), ('Unlearning', 7), ('nicher92', 7), ('UmeAiRT', 7), ('PublicPrompts', 7), ('thanhnx12', 7), ('xiuyul', 7), ('Motahar', 7), ('SiberiaSoft', 7), ('duongve', 7), ('michaelowenliu', 7), ('TeetouchQQ', 7), ('nosuchjihyun', 7), ('OWG', 7), ('andersonjas', 7), ('Jacque008', 7), ('antebe', 7), ('gmkim', 7), ('cvssp', 7), ('juampahc', 7), ('filco306', 6), ('TRM-coding', 6), ('tktung', 6), ('gpucce', 6), ('wufan', 6), ('anforsm', 6), ('Nerazurri', 6), ('forestai', 6), ('Sunoh', 6), ('100daggers', 6), ('jensg', 6), ('weizhou03', 6), ('KazukiY', 6), ('ZachNagengast', 6), ('EduardoPacheco', 6), ('NTQAI', 6), ('Stremie', 6), ('swissnp', 6), ('ankitkumar-patel-179', 6), ('shoji', 6), ('potsawee', 6), ('vermouthdky', 6), ('netease-youdao', 6), ('lentan', 6), ('sapinedamo', 6), ('badayvedat', 6), ('codewithkyrian', 6), ('Bllossom', 6), ('Kumarajiva', 6), ('twmmason', 6), ('kylesayrs', 6), ('mstaron', 6), ('OrangeMix', 6), ('OllieStanley', 6), ('herrius', 6), ('phucdev', 6), ('nntoan209', 6), ('miulab', 6), ('ypyp', 5), ('speech-seq2seq', 5), ('imatag', 5), ('bay-llm', 5), ('2A2I-R', 5), ('Veldrovive', 5), ('DKYoon', 5), ('RUNorm', 5), ('KAIST-IC-LAB721', 5), ('AswiN037', 5), ('itsumi-st', 5), ('pstroe', 5), ('MsanMsan', 5), ('StevenZhang', 5), ('jamesliounis', 5), ('mehdidc', 5), ('TearGosling', 5), ('hxstar', 5), ('MiaoshouAI', 5), ('lfsm', 5), ('laihuiyuan', 5), ('inseq', 5), ('XiaHan19', 5), ('creageng', 5), ('schwgHao', 5), ('lwilkinson', 5), ('cassiepowell', 5), ('GeoGPT-Research-Project', 5), ('Borise', 5), ('kmd2525', 5), ('spdenisov', 5), ('jarguello76', 5), ('rovi27', 5), ('Louym', 5), ('instruction-pretrain', 5), ('ComCom', 5), ('guyuchao', 5), ('latent-consistency', 5), ('Rashik24', 5), ('diarizers-community', 5), ('wrchen1', 5), ('open-r1', 5), ('mojibaque', 5), ('Ornaments', 5), ('WilhelmH', 5), ('pierrelf', 5), ('arshiaafshani', 5), ('jsonifize', 5), ('meta-math', 5), ('JoeFr', 5), ('jzju', 5), ('blastwind', 4), ('bjelkenhed', 4), ('tokkilab', 4), ('abakirci', 4), ('dctanner', 4), ('ldwang', 4), ('FrancescoBonzi', 4), ('Inesence', 4), ('patched-codes', 4), ('aiXcoder', 4), ('Lauler', 4), ('robinq', 4), ('YxZhang', 4), ('helmo', 4), ('koichi12', 4), ('adarshxs', 4), ('Guygir', 4), ('Arabic-Clip', 4), ('Akshayram1', 4), ('semeru', 4), ('toloka', 4), ('yechen', 4), ('QuentinJG', 4), ('Alyosha11', 4), ('fyremael', 4), ('ise-uiuc', 4), ('dillonroach', 4), ('Turkish-NLP', 4), ('Awiny', 4), ('jacklin', 4), ('aigcode', 4), ('doubleyyh', 4), ('huggyllama', 4), ('UniverseTBD', 4), ('HuggingFaceBR4', 4), ('mayapati', 4), ('enterprise-explorers', 4), ('aiknowyou', 4), ('Suechun', 4), ('whyu', 4), ('Sphere-Fall2022', 4), ('wanderkid', 4), ('thieuhc', 4), ('mukhtar', 4), ('rifkiaputri', 4), ('PierreMesure', 4), ('giu-alb', 4), ('Ritwika03', 4), ('piEsposito', 4), ('Bibek', 4), ('opentensor', 4), ('bigscience-catalogue-data-dev', 4), ('JUNJIE99', 4), ('t1101675', 4), ('manueltonneau', 4), ('inoid', 4), ('BitnooriLee', 4), ('kevineen', 4), ('CCChenRyan', 4), ('asaoka', 4), ('CountingMstar', 4), ('DavidFM43', 4), ('RiverHe', 4), ('paulpanwang', 3), ('benshafat', 3), ('phamson02', 3), ('moshik1', 3), ('dimitriish', 3), ('dalle-mini', 3), ('Llamacha', 3), ('gorkemyurt', 3), ('pseudolab', 3), ('dram-conflict', 3), ('aurora-m', 3), ('Icar', 3), ('NovaSearch', 3), ('KTH', 3), ('ahxt', 3), ('geniacllm', 3), ('donut32', 3), ('loim', 3), ('thomasht86', 3), ('LeoZotos', 3), ('ykilcher', 3), ('instructkr', 3), ('rongaoli', 3), ('sfc-gh-goliaro', 3), ('menbom', 3), ('xinlongwang', 3), ('jaked97', 3), ('mkiku2896', 3), ('thunder-007', 3), ('S-seino-T', 3), ('JohnCheng', 3), ('Scurgery', 3), ('self-long', 3), ('ruaccent', 3), ('UNIVA-Bllossom', 3), ('Yuyang-z', 3), ('kamwoh', 3), ('safepaca', 3), ('hippoeatingpaper', 3), ('leigangqu', 3), ('TLLMC', 3), ('Vtuber-plan', 3), 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('coqui', 2), ('kunato', 2), ('DDSC', 2), ('qhduan', 2), ('harshm121-sarvam', 2), ('rickystanley76', 2), ('mysil', 2), ('herzlicemi', 2), ('Mohammed-majeed', 2), ('yerang', 2), ('Natooz', 2), ('Shangy', 2), ('chunyu-li', 2), ('sitloboi2012', 2), ('Yuxin-CV', 2), ('CharmingDog', 2), ('bingwork', 2), ('teramune', 2), ('kakao-enterprise', 2), ('nuprl-staging', 2), ('noeminaepli', 2), ('JoyboyBrian', 2), ('t-tech', 2), ('agents-course', 1), ('TempoFunk', 1), ('xiaoqin', 1), ('linagardsjo', 1), ('decrystal', 1), ('erseux', 1), ('jlemmon', 1), ('J-Mourad', 1), ('Praveen998', 1), ('sf-galkowskim', 1), ('yl564', 1), ('akatsuki1125', 1), ('kh-voyage', 1), ('linwf', 1), ('EmmaJohnson311', 1), ('rnnandi', 1), ('dongwon-son', 1), ('ystknsh', 1), ('mehrdadnd', 1), ('ao1neko', 1), ('elyn-dev', 1), ('Zhaowc', 1), ('group2test', 1), ('YoonSeul', 1), ('ReneeYe', 1), ('corag', 1), ('ExampleData', 1), ('khaidoan25', 1), ('daiteng01', 1), ('dreamgonfly', 1), ('NLPblue', 1), ('aigrant', 1), ('Linq-AI-Research', 1), ('haisonle001', 1), ('hassenhamdi', 1), ('AI-Nordics', 1), ('iejMac', 1), ('hyungtae', 1), ('ajati', 1), ('triple-t', 1), ('Hugggme', 1), ('fyfyfyfy28', 1), ('qiushanhku', 1), ('bigscience-historical-texts', 1), ('xyz-nlp', 1), ('thaiminhpv', 1), ('VoxAI', 1), ('tobiasnorlund', 1), ('r3su9', 1), ('fpianz', 1), ('mramazan', 1), ('devtorry', 1), ('LinhBK', 1), ('thanhtvt', 1), ('k-inomata', 1), ('longshiine', 1), ('acegiln', 1), ('rbiswas4', 1), ('Yonghua', 1), ('anchen1011', 1), ('Marmoot', 1), ('EmmaKW', 1), ('bnpd', 1), ('Mayfull', 1), ('yevgenm', 1), ('flow3rdown', 1), ('foreverpiano', 1), ('Nous-Research-Core', 1), ('ICCV2023', 1), ('vlad-m-dev', 1), ('callanwu', 1), ('epfml', 1), ('thomaskvist', 1), ('quyet7779', 1), ('SaraAlthubaiti', 1), ('ichi234', 1), ('nm-research', 1), ('mmartin9684-sil', 1), ('fergusq', 1), ('singleheart', 1), ('uoe-nlp', 1), ('ibrahim-601', 1), ('SDSB', 1), ('Nishi0923', 1), ('Heinrike', 1), ('lunde', 1), ('CarlAke', 1), ('r-takahashi', 1), ('mca-dnb', 1), ('g4brielvs', 1), ('YangShuotong', 1), ('haoliu', 1), ('SagiPolaczek', 1), ('nityan', 1), ('daalft', 1), ('hodonglee', 1), ('MIIB-NLP', 1), ('paultltc', 1), ('yuto2000', 1), ('zhnagchenchne', 1), ('Yellow-AI-NLP', 1), ('HasanF', 1), ('Chasottco', 1), ('emilgraichen', 1), ('MAGREF-Video', 1), ('ljb121002', 1), ('HarryPotter09', 1), ('MrlolDev', 1), ('AblateIt', 1), ('tislamshuvo', 1), ('figge', 1), ('kentof', 1), ('silfverstrom', 1), ('kame-B', 1), ('samuelcahyawijaya', 1), ('ssmaameri', 1), ('zh-tw-llm-dv-dv', 1), ('marcosv', 1), ('ometz', 1), ('team-writing-assistant', 1), ('chengzicc', 1), ('liberim', 1), ('RSNuts', 1), ('deskpai', 1), ('lkm2835', 1), ('lilloukas', 1), ('fredespi', 1), ('BHHHHH0618', 1), ('reasoning-course', 1), ('ucsd-reach', 1), ('jagoldz', 1), ('Mihakram', 1), ('dartags', 1), ('ta012', 1), ('yongchao', 1), ('SFKs', 1), ('lopezjm96', 1), ('annnli', 1), ('seungone', 1), ('waraml', 1), ('bigbio', 1), ('datorresb', 1), ('dongxq', 1), ('vuvantu', 1), ('jasper-xian', 1), ('SeanD103', 1), ('Afterparty-hf', 1), ('QuanSun', 1), ('yisu1', 1), ('emla2805', 1), ('afiaka87', 1), ('bowen92', 1), ('GY2233', 1), ('YahyaD11', 1), ('bashar-talafha', 1), ('hunghd20012003', 1), ('AoiKazama', 1), ('rdiehlmartinez', 1), ('awaash', 1), ('quanticuz', 1), ('sd-next-diffusers', 1), ('pdufour', 1), ('weijiangchuan', 1), ('menon92', 1), ('lhlhlh', 1), ('masaykawa', 1), ('juba7', 1), ('Suraponn', 1), ('zhoupans', 1), ('okaba815', 1), ('renzh', 1), ('carlosep93', 1), ('tonywu71', 1), ('mmcarpi', 1), ('xai-org', 1), ('wwen1997', 1), ('magist6', 1), ('billykwok', 1), ('hhenryz', 1), ('hf-extreme-scale', 1), ('why-why-why', 1), ('NovaSkyAI', 1), ('DevonPeroutky', 1), ('ronvolutional', 1), ('huangang', 1), ('p-hoep', 1), ('freddyw', 1), ('njeffrie', 1), ('gn03249822', 1), ('Chat2DB', 1), ('messlab', 1), ('leo-pekelis-gradient', 1), ('xikoto', 1), ('HfSpeechUtils', 1), ('Qinghao', 1), ('oliveiracwb', 1), ('pseudotensor', 1), ('susumu2357', 1), ('hanseokOh', 1), ('Aldrich', 1), ('data-is-better-together', 1), ('gabrielclark3330', 1), ('alexmarques', 1), ('dholmer', 1), ('VLM2Vec', 1), ('DavidNguyen', 1), ('jvamvas', 1), ('NSavov', 1), ('abhigyan-sarvam', 1), ('gautierviaud', 1), ('ggtz', 1), ('mmbazel', 1), ('yy616', 1), ('kaj', 1), ('JTBTechnology', 1), ('fpnBytedance', 1), ('LianghuiZhu', 1), ('rimusa', 1), ('yicoreen', 1), ('dummyosan', 1), ('KAERI-MLP', 1), ('cat-state', 1), ('petterhg', 1), ('myhloli', 1), ('iHealthGroup', 1), ('deepgrove', 1), ('react-vl', 1), ('marbogusz', 1), ('Junjie-Ye', 1), ('stopsigndown', 1), ('coreyhu', 1), ('YSU', 1), ('YC-Chen', 1), ('ayrnb', 1), ('mnm373', 1), ('ehcalabres', 1), ('ronak', 1), ('snu-ai', 1), ('jzhang533', 1), ('PhilipMay', 1), ('tcftrees', 1), ('KantaHayashiAI', 1), ('kazutaka', 1), ('nicolasldy', 1), ('smolagents', 1), ('lli', 1), ('young-geng', 1), ('manveertamber', 1), ('Alon77777', 1), ('ttalb', 1), ('nieshen', 1), ('ZhZh2', 1), ('gaborfodorh2o', 1), ('XinyuWang', 1), ('FreddeFrallan', 1), ('AntoineJamelot', 1), ('sedthh', 1), ('CharizardAcademy', 1)]\n" ] } ], "source": [ "from collections import defaultdict\n", "import json\n", "author_count = defaultdict(lambda: 0)\n", "\n", "blacklisted_terms = {'gguf', 'onnx', 'awq', 'gptq', '4bit', '4-bit', '8bit', '8-bit', 'mms', 'byt5', 'wav2vec'}\n", "\n", "with open(f'data/top_authors_4.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " author = model['id'].split('/')[0]\n", " author_count[author] += 1\n", "author_count = dict(author_count)\n", "\n", "author_count = sorted(author_count.items(), key=lambda x: x[1], reverse=True)\n", "print(author_count)" ] }, { "cell_type": "code", "execution_count": 39, "id": "33c3a6e9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing models: 12863it [00:00, 46759.69it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Total models: 12863\n", "Models with valid tokenizer: 6520\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "valid_tokenizer_files = set(['tokenizer.json', 'tokenizer_config.json', 'vocab.txt', 'vocab.json', 'merges.txt', 'sentencepiece.bpe.model', 'spiece.model'])\n", "\n", "\n", "already_processed_models = set()\n", "with open('data/models_to_search.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "with open('data/models_to_search_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "with open('data/models_to_search_3.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "with open('data/models_to_search_4.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "with open('data/models_to_search_5.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "with open('data/models_to_search_6.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "with open('data/models_to_search_7.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " already_processed_models.add(model['id'])\n", "\n", "open('data/models_to_search_8.jsonl', 'w').close()\n", "\n", "total = 0\n", "count_has_valid_tokenizer = 0\n", "with open('data/top_authors_4.jsonl', 'r') as f, open('data/models_to_search_8.jsonl', 'a') as f_out:\n", " for line in tqdm(f, desc='Processing models'):\n", " total += 1\n", " model = json.loads(line)\n", " if model['id'] in already_processed_models:\n", " continue\n", " already_processed_models.add(model['id'])\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " author = model['id'].split('/')[0]\n", " if author in blacklisted_authors:\n", " continue\n", " #print(model['id'])\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " if sibling['rfilename'] in valid_tokenizer_files:\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " count_has_valid_tokenizer += 1\n", " f_out.write(line)\n", "\n", "\n", "\n", "print(f'Total models: {total}')\n", "print(f'Models with valid tokenizer: {count_has_valid_tokenizer}')" ] }, { "cell_type": "code", "execution_count": 40, "id": "27a49c87", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6520" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_has_valid_tokenizer" ] }, { "cell_type": "code", "execution_count": 43, "id": "4bed5700", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12236\n" ] } ], "source": [ "files_searched = set()\n", "if os.path.exists('data/files_metadata_1.jsonl'):\n", " with open('data/files_metadata_1.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "if os.path.exists('data/files_metadata_3.jsonl'):\n", " with open('data/files_metadata_3.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "if os.path.exists('data/files_metadata_5.jsonl'):\n", " with open('data/files_metadata_5.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "if os.path.exists('data/files_metadata_7.jsonl'):\n", " with open('data/files_metadata_7.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "\n", "files_to_search = []\n", "with open('data/models_to_search_8.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " files = [filedata['rfilename'] for filedata in model['siblings'] if check_file(filedata['rfilename'])]\n", " for file in files:\n", " if model_name + '/' + file not in files_searched:\n", " files_to_search.append({\n", " 'model': model_name,\n", " 'file': file\n", " })\n", " files_searched.add(model_name + '/' + file)\n", "\n", "print(len(files_to_search))" ] }, { "cell_type": "code", "execution_count": 44, "id": "a1b38694", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'model': 'Heigke/Llama-3.2-1B-Instruct-q4f16_1-android',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'ricerlu/bert-finetuned-ner', 'file': 'tokenizer.json'},\n", " {'model': 'ricerlu/bert-finetuned-ner', 'file': 'vocab.txt'},\n", " {'model': 'ricerlu/marian-finetuned-kde4-en-to-fr', 'file': 'source.spm'},\n", " {'model': 'ricerlu/marian-finetuned-kde4-en-to-fr', 'file': 'target.spm'},\n", " {'model': 'ricerlu/marian-finetuned-kde4-en-to-fr', 'file': 'vocab.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ESTP', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ESTP', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_INTP', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_INTP', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/ChatLaw2E_plain_7B', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_ENTP', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ENTP', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_zh_ESFP', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_ENTJ', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ENTJ', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_ISFP', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ISFP', 'file': 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'pandalla/MBTIGPT_zh_ISTP', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_zh_ISFJ', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_INFP', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_INFP', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_ENFP', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ENFP', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_INTJ', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_INTJ', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_ENFJ', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ENFJ', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_ESFJ', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ESFJ', 'file': 'tokenizer.model'},\n", " {'model': 'pandalla/MBTIGPT_en_ESFP', 'file': 'tokenizer.json'},\n", " {'model': 'pandalla/MBTIGPT_en_ESFP', 'file': 'tokenizer.model'},\n", " 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" {'model': 'universalner/uner_dan_ddt', 'file': 'tokenizer.json'},\n", " {'model': 'universalner/uner_eng_ewt', 'file': 'tokenizer.json'},\n", " {'model': 'universalner/uner_por_bos', 'file': 'tokenizer.json'},\n", " {'model': 'universalner/uner_qaf_ara', 'file': 'tokenizer.json'},\n", " {'model': 'universalner/uner_ser_set', 'file': 'tokenizer.json'},\n", " {'model': 'universalner/uner_slo_snk', 'file': 'tokenizer.json'},\n", " {'model': 'universalner/uner_swe_tal', 'file': 'tokenizer.json'},\n", " {'model': 'TaylorAI/Flash-Llama-3B', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Flash-Llama-7B', 'file': 'tokenizer.json'},\n", " {'model': 'TaylorAI/Flash-Llama-7B', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Flash-Llama-1B-Zombie-2', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/FLAN-Llama-7B-2_Llama2-7B-Flash_868_full_model',\n", " 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Flash-Llama-1.8B', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Llama2-7B-SFT-LIMA-fp16', 'file': 'tokenizer.json'},\n", " {'model': 'TaylorAI/Llama2-7B-SFT-LIMA-fp16', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Llama2-7B-SFT-LIMA-ct2', 'file': 'tokenizer.json'},\n", " {'model': 'TaylorAI/Flash-Llama-13B', 'file': 'tokenizer.json'},\n", " {'model': 'TaylorAI/Flash-Llama-13B', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Flash-Llama-1B-Zombie', 'file': 'tokenizer.json'},\n", " {'model': 'TaylorAI/Flash-Llama-1B-Zombie', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Flash-Llama-1B-Zombie-3', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Llama-3B-RLCD-SFT_Llama-3B-Flash_936_full_model',\n", " 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Flash-Llama-30M-20001', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/Flash-Llama-220M-50k-steps', 'file': 'tokenizer.model'},\n", " {'model': 'TaylorAI/bert-d128-l6', 'file': 'tokenizer.json'},\n", " {'model': 'TaylorAI/bert-d128-l6', 'file': 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'MultiBertGunjanPatrick/multiberts-seed-4-600k',\n", " 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-60k',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-60k',\n", " 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-700k',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-700k',\n", " 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-800k',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-800k',\n", " 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-80k',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-80k',\n", " 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-900k',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4-900k',\n", " 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-4', 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-5',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-5', 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-6',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-6', 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-7',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-7', 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-8',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-8', 'file': 'vocab.txt'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-9',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'MultiBertGunjanPatrick/multiberts-seed-9', 'file': 'vocab.txt'},\n", " {'model': 'sf-galkowskim/llama-tuned', 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/bert-fine-tuned-cola', 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/bert-fine-tuned-cola', 'file': 'vocab.txt'},\n", " {'model': 'Apucs/banglabert-finetuned-mnli-mm', 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/banglabert-finetuned-mnli-mm', 'file': 'vocab.txt'},\n", " {'model': 'Apucs/banglabert-finetuned-sc', 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/banglabert-finetuned-sc', 'file': 'vocab.txt'},\n", " {'model': 'Apucs/bangla-bert-base-finetuned-sc', 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/bangla-bert-base-finetuned-sc', 'file': 'vocab.txt'},\n", " {'model': 'Apucs/muril-base-cased-finetuned-sc', 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/muril-base-cased-finetuned-sc', 'file': 'vocab.txt'},\n", " {'model': 'Apucs/bn_model_821k_iter_loss_1_24-finetuned-sc',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/bn_model_821k_iter_loss_1_24-finetuned-sc',\n", " 'file': 'vocab.txt'},\n", " {'model': 'Apucs/bn_model_821k_iter_loss_1_24-finetuned-mnli-mm',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/bn_model_821k_iter_loss_1_24-finetuned-mnli-mm',\n", " 'file': 'vocab.txt'},\n", " {'model': 'Apucs/bangla-bert-base-finetuned-mnli-mm',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/bangla-bert-base-finetuned-mnli-mm', 'file': 'vocab.txt'},\n", " {'model': 'Apucs/HBertTC', 'file': 'tokenizer.json'},\n", " {'model': 'Apucs/HBertTC', 'file': 'vocab.txt'},\n", " {'model': 'dimitriish/falcon_vlm_exp0', 'file': 'tokenizer.json'},\n", " {'model': 'dimitriish/falcon_vlm_vist_1epoch', 'file': 'tokenizer.json'},\n", " {'model': 'dimitriish/falcon_vlm_vist_2epoch', 'file': 'tokenizer.json'},\n", " {'model': 'kd-shared/culturax-ar-spbpe32k-focus-embs-anneal-bf16-mixed-xassy-final',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'kd-shared/culturax-ar-spbpe32k-focus-embs-anneal-bf16-mixed-xassy-final',\n", " 'file': 'tokenizer.model'},\n", " {'model': 'psinger/h2o-danube2-1.8b-chat-q4f16_1-MLC',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'psinger/h2o-danube2-1.8b-chat-q4f16_1-MLC',\n", " 'file': 'tokenizer.model'},\n", " {'model': 'psinger/h2o-danube2-1.8b-chat-fix', 'file': 'tokenizer.json'},\n", " {'model': 'psinger/h2o-danube2-1.8b-chat-fix', 'file': 'tokenizer.model'},\n", " {'model': 'kh-voyage/test-mm', 'file': 'tokenizer.json'},\n", " {'model': 'FrancescoBonzi/whisper-tiny-en', 'file': 'merges.txt'},\n", " {'model': 'FrancescoBonzi/whisper-tiny-en', 'file': 'vocab.json'},\n", " {'model': 'FrancescoBonzi/speecht5_finetuned_voxpopuli_it',\n", " 'file': 'spm_char.model'},\n", " {'model': 'FrancescoBonzi/whisper-tiny-librispeech', 'file': 'merges.txt'},\n", " {'model': 'FrancescoBonzi/whisper-tiny-librispeech', 'file': 'vocab.json'},\n", " {'model': 'dvruette/llama-13b-pretrained-sft-do2', 'file': 'tokenizer.model'},\n", " {'model': 'dvruette/remi-plus', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.0', 'file': 'merges.txt'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.0', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.0', 'file': 'vocab.json'},\n", " {'model': 'dvruette/llama-13b-pretrained-sft-epoch-2',\n", " 'file': 'tokenizer.model'},\n", " {'model': 'dvruette/llama-13b-pretrained-dropout', 'file': 'tokenizer.model'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.1', 'file': 'merges.txt'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.1', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.1', 'file': 'vocab.json'},\n", " {'model': 'dvruette/oasst-pythia-12b-6000-steps', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/oasst-pythia-12b-flash-attn-5000-steps',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/oasst-pythia-6.9b-4000-steps', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/oasst-gpt-neox-20b-3000-steps', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/oasst-gpt-neox-20b-1000-steps', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/oasst-llama-13b-1000-steps', 'file': 'tokenizer.model'},\n", " {'model': 'dvruette/oasst-pythia-12b-reference', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/oasst-pythia-12b-pretrained-sft',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/llama-13b-pretrained', 'file': 'tokenizer.model'},\n", " {'model': 'dvruette/llama-13b-pretrained-sft-epoch-1',\n", " 'file': 'tokenizer.model'},\n", " {'model': 'dvruette/gpt-neox-20b-full-precision', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/bertweet-large_no-tweet', 'file': 'merges.txt'},\n", " {'model': 'dvruette/bertweet-large_no-tweet', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/bertweet-large_no-tweet', 'file': 'vocab.json'},\n", " {'model': 'dvruette/bertweet-large_augmented', 'file': 'merges.txt'},\n", " {'model': 'dvruette/bertweet-large_augmented', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/bertweet-large_augmented', 'file': 'vocab.json'},\n", " {'model': 'dvruette/bertweet-large_no-augment', 'file': 'merges.txt'},\n", " {'model': 'dvruette/bertweet-large_no-augment', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/bertweet-large_no-augment', 'file': 'vocab.json'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.2', 'file': 'merges.txt'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.2', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.2', 'file': 'vocab.json'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.1', 'file': 'merges.txt'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.1', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.1', 'file': 'vocab.json'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.0', 'file': 'merges.txt'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.0', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/gidd-small-p_unif-0.0', 'file': 'vocab.json'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.2', 'file': 'merges.txt'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.2', 'file': 'tokenizer.json'},\n", " {'model': 'dvruette/gidd-base-p_unif-0.2', 'file': 'vocab.json'},\n", " {'model': 'dvruette/nemotron-cc-bpe', 'file': 'tokenizer.json'},\n", " {'model': 'Inesence/donut-base-lvtest', 'file': 'sentencepiece.bpe.model'},\n", " {'model': 'Inesence/donut-base-lvtest', 'file': 'tokenizer.json'},\n", " {'model': 'Inesence/donut-base-finetuned-Latvian-receipts',\n", " 'file': 'sentencepiece.bpe.model'},\n", " {'model': 'Inesence/donut-base-finetuned-Latvian-receipts',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'Inesence/donut-base-finetuned-Latvian-receipts-v2',\n", " 'file': 'sentencepiece.bpe.model'},\n", " {'model': 'Inesence/donut-base-finetuned-Latvian-receipts-v2',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'patched-codes/Llama-3.2-1B-FastApply', 'file': 'tokenizer.json'},\n", " {'model': 'patched-codes/patched-mix-4x7B', 'file': 'tokenizer.json'},\n", " {'model': 'patched-codes/Llama-3.2-1B-FixVulns', 'file': 'tokenizer.json'},\n", " {'model': 'onnookk/trainer_full_init_batch', 'file': 'tokenizer.model'},\n", " {'model': 'onnookk/trainer_full_init_batch_with_lora',\n", " 'file': 'tokenizer.model'},\n", " {'model': 'onnookk/trainer_init_with_head_batch', 'file': 'tokenizer.model'},\n", " {'model': 'neonwatty/bert-large-finetuned-ner', 'file': 'tokenizer.json'},\n", " {'model': 'neonwatty/bert-large-finetuned-ner', 'file': 'vocab.txt'},\n", " {'model': 'neonwatty/t5-small-finetuned-amazon-en', 'file': 'tokenizer.json'},\n", " {'model': 'beneyal/code-llama-7b-spider-qpl-lora',\n", " 'file': 'checkpoint-1556/tokenizer.model'},\n", " {'model': 'beneyal/code-llama-7b-spider-qpl-lora',\n", " 'file': 'checkpoint-2334/tokenizer.model'},\n", " {'model': 'beneyal/code-llama-7b-spider-qpl-lora',\n", " 'file': 'checkpoint-3112/tokenizer.model'},\n", " {'model': 'beneyal/code-llama-7b-spider-qpl-lora',\n", " 'file': 'checkpoint-778/tokenizer.model'},\n", " {'model': 'beneyal/code-llama-7b-spider-qpl-lora', 'file': 'tokenizer.model'},\n", " {'model': 'beneyal/leetcode-solution-method-classifier-bert-base-uncased',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'beneyal/leetcode-solution-method-classifier-bert-base-uncased',\n", " 'file': 'vocab.txt'},\n", " {'model': 'anforsm/GPT-Echo-82m', 'file': 'merges.txt'},\n", " {'model': 'anforsm/GPT-Echo-82m', 'file': 'tokenizer.json'},\n", " {'model': 'anforsm/GPT-Echo-82m', 'file': 'vocab.json'},\n", " {'model': 'AswiN037/sentence-t-roberta-large-wechsel-tamil',\n", " 'file': 'tokenizer.json'},\n", " {'model': 'AswiN037/sentence-t-roberta-large-wechsel-tamil',\n", " 'file': 'vocab.txt'},\n", " {'model': 'AswiN037/tamil-Roberta-small', 'file': 'merges.txt'},\n", " {'model': 'AswiN037/tamil-Roberta-small', 'file': 'vocab.json'},\n", " {'model': 'AswiN037/xlm-roberta-squad-tamil',\n", " 'file': 'sentencepiece.bpe.model'},\n", " {'model': 'AswiN037/xlm-roberta-squad-tamil', 'file': 'tokenizer.json'},\n", " {'model': 'aiXcoder/aixcoder-7b-v2-sft', 'file': 'tokenizer.json'},\n", " {'model': 'aiXcoder/aixcoder-7b-v2', 'file': 'tokenizer.json'},\n", " {'model': 'sqrk/Sep26-Mixat-whisper-lg-3-transcript', 'file': 'merges.txt'},\n", " {'model': 'sqrk/Sep26-Mixat-whisper-lg-3-transcript', 'file': 'vocab.json'},\n", " {'model': 'sqrk/Sep26-Mixat-whisper-lg-3-transliteration',\n", " 'file': 'merges.txt'},\n", " {'model': 'sqrk/Sep26-Mixat-whisper-lg-3-transliteration',\n", " 'file': 'vocab.json'},\n", " {'model': 'sqrk/uaspeech-whisper-lg-3-Nov3', 'file': 'merges.txt'},\n", " {'model': 'sqrk/uaspeech-whisper-lg-3-Nov3', 'file': 'vocab.json'},\n", " {'model': 'sqrk/All-lang_tag-whisper-lg-3-Nov27', 'file': 'merges.txt'},\n", " {'model': 'sqrk/All-lang_tag-whisper-lg-3-Nov27', 'file': 'vocab.json'},\n", " {'model': 'sqrk/All_balanced-lang_tag-whisper-lg-3-Nov27',\n", " 'file': 'merges.txt'},\n", " {'model': 'sqrk/All_balanced-lang_tag-whisper-lg-3-Nov27',\n", " 'file': 'vocab.json'},\n", " ...]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "files_to_search" ] }, { "cell_type": "code", "execution_count": 46, "id": "d4866189", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing files: 100%|██████████| 12236/12236 [04:45<00:00, 42.93it/s]\n" ] } ], "source": [ "from multiprocessing import Pool\n", "from tqdm.auto import tqdm\n", "\n", "def process_file(data):\n", " url = f'https://huggingface.co/{data['model']}/resolve/main/{data['file']}'\n", " try:\n", " metadata = get_hf_file_metadata(url).__dict__\n", " except Exception as e:\n", " #print(data['model'], data['file'], e)\n", " return None\n", " \n", " metadata['model'] = data['model']\n", " metadata['file'] = data['file']\n", " metadata['xet_file_data'] = model_to_dict(metadata['xet_file_data']) if metadata.get('xet_file_data') else None\n", " return metadata\n", "\n", "with Pool(processes=20) as pool:\n", " # Use imap instead of map to get results as they complete\n", " # This allows tqdm to update in real-time\n", " with open('data/files_metadata_9.jsonl', 'a') as f:\n", " for data in tqdm(pool.imap(process_file, files_to_search), \n", " total=len(files_to_search), \n", " desc=\"Processing files\"):\n", " if data:\n", " f.write(json.dumps(data, ensure_ascii=False) + '\\n')" ] }, { "cell_type": "code", "execution_count": 47, "id": "335f711d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12236\n" ] } ], "source": [ "files_searched = set()\n", "if os.path.exists('data/files_metadata_2.jsonl'):\n", " with open('data/files_metadata_2.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "if os.path.exists('data/files_metadata_4.jsonl'):\n", " with open('data/files_metadata_4.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "if os.path.exists('data/files_metadata_6.jsonl'):\n", " with open('data/files_metadata_6.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "if os.path.exists('data/files_metadata_8.jsonl'):\n", " with open('data/files_metadata_8.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " files_searched.add(data['model'] + '/' + data['file'])\n", "\n", "\n", "files_to_search = []\n", "with open('data/models_to_search_8.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " files = [filedata['rfilename'] for filedata in model['siblings'] if check_file(filedata['rfilename'])]\n", " for file in files:\n", " if model_name + '/' + file not in files_searched:\n", " files_to_search.append({\n", " 'model': model_name,\n", " 'file': file\n", " })\n", " files_searched.add(model_name + '/' + file)\n", "\n", "print(len(files_to_search))" ] }, { "cell_type": "code", "execution_count": 48, "id": "5a278c08", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing files: 43%|████▎ | 5275/12236 [02:36<03:59, 29.03it/s]Invalid model-index. Not loading eval results into CardData.\n", "Invalid model-index. Not loading eval results into CardData.\n", "Processing files: 57%|█████▋ | 7000/12236 [03:27<01:44, 49.97it/s]Invalid model-index. Not loading eval results into CardData.\n", "Invalid model-index. Not loading eval results into CardData.\n", "Processing files: 100%|██████████| 12236/12236 [06:01<00:00, 33.83it/s]\n" ] } ], "source": [ "def process_file(data):\n", " url = f'{data['model']}/{data['file']}'\n", " try:\n", " metadata = fs.info(url)\n", " except Exception as e:\n", " #print(data['model'], data['file'], e)\n", " return None\n", " metadata['model'] = data['model']\n", " metadata['file'] = data['file']\n", " metadata = model_to_dict(metadata)\n", " return metadata\n", "\n", "with Pool(processes=20) as pool:\n", " # Use imap instead of map to get results as they complete\n", " # This allows tqdm to update in real-time\n", " with open('data/files_metadata_10.jsonl', 'a') as f:\n", " for data in tqdm(pool.imap(process_file, files_to_search), \n", " total=len(files_to_search), \n", " desc=\"Processing files\"):\n", " if data:\n", " f.write(json.dumps(data, ensure_ascii=False) + '\\n')\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "57309d78", "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict\n", "import json\n", "hash_to_group = {}\n", "group_to_models = defaultdict(set)" ] }, { "cell_type": "code", "execution_count": 8, "id": "de918b7c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "102994\n" ] } ], "source": [ "model_to_hashes = defaultdict(set)\n", "\n", "with open('data/files_metadata_1.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " model_to_hashes[data['model']].add(data['etag'])\n", " if data.get('xet_file_data') and data['xet_file_data'].get('file_hash'):\n", " model_to_hashes[data['model']].add(data['xet_file_data']['file_hash'])\n", "\n", "with open('data/files_metadata_2.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " hashes = get_hashes(data)\n", " for hash in hashes:\n", " model_to_hashes[data['model']].add(hash)\n", "\n", "with open('data/files_metadata_3.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " model_to_hashes[data['model']].add(data['etag'])\n", " if data.get('xet_file_data') and data['xet_file_data'].get('file_hash'):\n", " model_to_hashes[data['model']].add(data['xet_file_data']['file_hash'])\n", "\n", "with open('data/files_metadata_4.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " hashes = get_hashes(data)\n", " for hash in hashes:\n", " model_to_hashes[data['model']].add(hash)\n", "\n", "with open('data/files_metadata_5.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " model_to_hashes[data['model']].add(data['etag'])\n", " if data.get('xet_file_data') and data['xet_file_data'].get('file_hash'):\n", " model_to_hashes[data['model']].add(data['xet_file_data']['file_hash'])\n", "\n", "with open('data/files_metadata_6.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " hashes = get_hashes(data)\n", " for hash in hashes:\n", " model_to_hashes[data['model']].add(hash)\n", "\n", "with open('data/files_metadata_7.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " model_to_hashes[data['model']].add(data['etag'])\n", " if data.get('xet_file_data') and data['xet_file_data'].get('file_hash'):\n", " model_to_hashes[data['model']].add(data['xet_file_data']['file_hash'])\n", "\n", "with open('data/files_metadata_8.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " hashes = get_hashes(data)\n", " for hash in hashes:\n", " model_to_hashes[data['model']].add(hash)\n", "\n", "\n", "with open('data/files_metadata_9.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " model_to_hashes[data['model']].add(data['etag'])\n", " if data.get('xet_file_data') and data['xet_file_data'].get('file_hash'):\n", " model_to_hashes[data['model']].add(data['xet_file_data']['file_hash'])\n", "\n", "with open('data/files_metadata_10.jsonl', 'r') as f:\n", " for line in f:\n", " data = json.loads(line)\n", " if 'merges' in data['file']:\n", " continue\n", " hashes = get_hashes(data)\n", " for hash in hashes:\n", " model_to_hashes[data['model']].add(hash)\n", "\n", "print(len(model_to_hashes))" ] }, { "cell_type": "code", "execution_count": 51, "id": "5b24dab9", "metadata": {}, "outputs": [], "source": [ "with open('data/models_to_search.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')\n", "\n", "with open('data/models_to_search_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')\n", "\n", "with open('data/models_to_search_3.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')\n", "\n", "with open('data/models_to_search_4.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')\n", "\n", "with open('data/models_to_search_5.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')\n", "\n", "with open('data/models_to_search_6.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')\n", "\n", "with open('data/models_to_search_7.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_name = model['id']\n", " model_to_hashes[model_name].add('already_evaluated')" ] }, { "cell_type": "code", "execution_count": 9, "id": "358bec92", "metadata": {}, "outputs": [], "source": [ "model_list = []\n", "already_evaluated = set()\n", "\n", "with open('data/models_to_search.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", " already_evaluated.add(model['id'])\n", "\n", "with open('data/models_to_search_2.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", " already_evaluated.add(model['id'])\n", "\n", "with open('data/models_to_search_3.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", "\n", "\n", "with open('data/models_to_search_4.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", "\n", "\n", "with open('data/models_to_search_5.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", "\n", "with open('data/models_to_search_6.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", "\n", "with open('data/models_to_search_7.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", "\n", "with open('data/models_to_search_8.jsonl', 'r') as f:\n", " for line in f:\n", " model = json.loads(line)\n", " model_list.append((model['id'], model['likes'], model['created_at']))\n", "\n", "\n", "model_list.sort(key=lambda x: x[2])\n", "model_list.sort(key=lambda x: x[1], reverse=True)" ] }, { "cell_type": "code", "execution_count": 10, "id": "576c5b98", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "27928\n", "16499\n" ] } ], "source": [ "for model_name, _, _ in model_list:\n", " if model_name not in model_to_hashes:\n", " #print(model_name)\n", " #hash_to_group[model_name] = model_name\n", " #group_to_models[hash_to_group[model_name]].add(model_name)\n", " continue\n", " hashes = model_to_hashes[model_name]\n", "\n", " for hash in hashes:\n", " if hash not in hash_to_group:\n", " hash_to_group[hash] = model_name\n", " group_to_models[hash_to_group[hash]].add(model_name)\n", "\n", "print(len(hash_to_group))\n", "print(len(group_to_models))" ] }, { "cell_type": "code", "execution_count": 11, "id": "7041af09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'webis/tite-2-late-upscale-msmarco'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_name" ] }, { "cell_type": "code", "execution_count": 12, "id": "23334d71", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "93601\n", "9412\n" ] } ], "source": [ "dedup_models = set()\n", "black_list = {}\n", "\n", "for model_id, _, _ in model_list:\n", " if model_id not in group_to_models:\n", " continue\n", " \n", " add_to_black_list = False\n", "\n", " if model_id in black_list:\n", " add_to_black_list = True\n", "\n", " reason = None\n", " if not add_to_black_list:\n", " for sub_model_name in group_to_models[model_id]:\n", " if sub_model_name in black_list:\n", " reason = sub_model_name\n", " add_to_black_list = True\n", " break\n", " if sub_model_name in dedup_models:\n", " reason = sub_model_name\n", " add_to_black_list = True\n", " break\n", "\n", " if not add_to_black_list:\n", " dedup_models.add(model_id)\n", " else:\n", " if model_id not in black_list:\n", " black_list[model_id] = reason\n", "\n", " for sub_model_name in group_to_models[model_id]:\n", " if sub_model_name not in dedup_models and sub_model_name not in black_list and sub_model_name != model_id:\n", " black_list[sub_model_name] = model_id\n", "\n", "print(len(black_list))\n", "print(len(dedup_models))" ] }, { "cell_type": "code", "execution_count": 13, "id": "0b1c8add", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'HPLT/hplt_bert_base_2_0_kor-Hang',\n", " 'NlpHUST/vibert4news-base-cased',\n", " 'goldfish-models/nso_latn_full',\n", " 'Bllossom/llama-3-Korean-Bllossom-70B-gguf-Q4_K_M',\n", " 'Helsinki-NLP/opus-mt-fr-srn',\n", " 'kamalkraj/coco-lm-base',\n", " 'facebook/mms-tts-bim',\n", " 'goldfish-models/als_latn_10mb',\n", " 'ibragim-bad/hf_1mln_byte_llamalike_96k_num',\n", " 'Helsinki-NLP/opus-mt-tc-big-en-es',\n", " 'jeremierostan/Roboerta',\n", " 'KETI-AIR/ke-t5-base',\n", " 'Helsinki-NLP/opus-mt-fr-xh',\n", " 'facebook/mms-tts-mnb',\n", " 'Helsinki-NLP/opus-tatoeba-fr-it',\n", " 'Nexesenex/Llama_3.1_8b_Smarteaz_0.11a',\n", " 'FacebookAI/xlm-mlm-enro-1024',\n", " 'crumb/opentinystories-68m-base',\n", " 'Helsinki-NLP/opus-mt-nl-sv',\n", " 'JonasGeiping/crammed-bert-legacy',\n", " 'facebook/s2t-small-librispeech-asr',\n", " 'infgrad/dewey_en_beta',\n", " 'Salesforce/ctrl',\n", " 'facebook/mms-tts-hun',\n", " 'goldfish-models/kea_latn_5mb',\n", " 'ehristoforu/Mistral-nemo-test-2layno',\n", " 'TurkuNLP/wikibert-base-ro-cased',\n", " 'lgris/WavLM-large-CORAA-pt',\n", " 'HPLT/hplt_bert_base_2_0_als-Latn',\n", " 'facebook/mms-tts-klw',\n", " 'LLMDH/small_query_1',\n", " 'muhtasham/tiny-mlm-snli-from-scratch-custom-tokenizer',\n", " 'goldfish-models/ltg_latn_5mb',\n", " 'jonatasgrosman/exp_w2v2t_pl_wav2vec2_s530',\n", " 'stas/pegasus-cnn_dailymail-tiny-random',\n", " 'm-polignano-uniba/bert_uncased_L-12_H-768_A-12_italian_alb3rt0',\n", " 'AnanthZeke/talbert_32k_tamil_sentences',\n", " 'Helsinki-NLP/opus-mt-es-zai',\n", " 'Geotrend/distilbert-base-ru-cased',\n", " 'goldfish-models/aze_arab_10mb',\n", " 'facebook/mms-tts-oku',\n", " 'lgris/wav2vec2-large-xlsr-open-brazilian-portuguese-v2',\n", " 'vgaraujov/bart-base-spanish',\n", " 'uw-madison/nystromformer-512',\n", " 'HPLT/translate-is-en-v1.0-hplt_opus',\n", " 'gywy/mamba-1.3b-chinese-chat-v0.1',\n", " 'HPAI-BSC/Llama3.1-Aloe-Beta-8B',\n", " 'Helsinki-NLP/opus-mt-ar-tr',\n", " 'goldfish-models/arg_latn_full',\n", " 'davda54/baby-mae-byol-10M',\n", " 'israel/AmhWordPieceTokenizer',\n", " 'alinerodrigues/wav2vec2-large-xlsr-mecita-coraa-portuguese-2-all-02',\n", " 'damerajee/hindi_tokenizer',\n", " 'Reihaneh/wav2vec2_uk_be_LID_common_voice_12',\n", " 'Helsinki-NLP/opus-mt-tc-base-uk-ro',\n", " 'amazingvince/where-llambo-sft-full',\n", " 'nvidia/Llama-3_1-Nemotron-51B-Instruct',\n", " 'jonatasgrosman/exp_w2v2t_et_wav2vec2_s112',\n", " 'Triangle104/Pantheon_ChatWaifu_V0.2',\n", " 'Helsinki-NLP/opus-mt-tc-big-en-cat_oci_spa',\n", " 'patrickvonplaten/wav2vec2-xls-r-phoneme-300m-sv',\n", " 'sam2ai/odia-distil-gpt2',\n", " 'hon9kon9ize/CantoneseLLMChat-preview20240326',\n", " 'Helsinki-NLP/opus-mt-tc-big-pt-zle',\n", " 'goldfish-models/kpv_cyrl_5mb',\n", " 'JINIAC-competition/llm-jp-3-13b-instruct2-chat-GSM8K-GammaCorpus-CoT',\n", " 'igorktech/ent5-base',\n", " 'Helsinki-NLP/opus-mt-sv-to',\n", " 'Nos-PT/Carvalho_pt-gl-1.3B',\n", " 'Helsinki-NLP/opus-mt-es-prl',\n", " 'okanvk/med-electra-small-64k-discriminator',\n", " 'Zuellni/Llasa-3B-8.0bpw-h8-exl2',\n", " 'RefalMachine/ruadapt_qwen2.5_3B_darulm_cl100k_extended_u60k_mean_init',\n", " 'facebook/mms-tts-guk',\n", " 'yandex/YandexGPT-5-Lite-8B-pretrain',\n", " 'HPLT/hplt_bert_base_ko',\n", " 'ArthurZ/correct-tiny.en',\n", " 'muhtasham/small-mlm-snli-custom-tokenizer',\n", " 'goldfish-models/mon_cyrl_1000mb',\n", " 'zixianma/mllava_clip_mma_710k-seq_length_8192-lr_1e-5-global_bs_128-epoch_1-fully_finetune-filtered',\n", " 'pstroe/roberta-base-latin-cased2',\n", " 'goldfish-models/sot_latn_10mb',\n", " 'Helsinki-NLP/opus-mt-en-mul',\n", " 'bayartsogt/wav2vec2-large-xlsr-mongolian',\n", " 'KoichiYasuoka/modernbert-base-japanese-char',\n", " 'SPRINGLab/F5-Hindi-24KHz',\n", " 'muhtasham/tiny-mlm-squad-custom-tokenizer',\n", " 'Helsinki-NLP/opus-mt-fr-no',\n", " 'muhtasham/bert-small-finer',\n", " 'ufal/robeczech-base',\n", " 'homersimpson/subsec-t5-spanish-30k',\n", " 'ReadyArt/Abomilectrasafemaster-70B',\n", " 'illuin-explo/CroissantLLM_ft_translation_correction',\n", " 'colorfulscoop/sbert-base-ja',\n", " 'golaxy/gogpt-3b-bloom',\n", " 'birgermoell/wav2vec2-large-xlsr-hungarian',\n", " 'facebook/mms-tts-kdh',\n", " 'himel7/bias-neutralizer-t5s',\n", " 'proxectonos/Nos_ASR-wav2vec2-large-xlsr-53-gl-with-lm',\n", " 'facebook/mms-tts-sgb',\n", " 'Linly-AI/Chinese-LLaMA2-70B-chat-hf',\n", " 'fakezeta/Hermes-2-Pro-Llama-3-8B-ov-int8',\n", " 'allenai/specter',\n", " 'facebook/mms-tts-tob',\n", " 'rifkat/GPTuz',\n", " 'facebook/mms-tts-cbi',\n", " 'sdadas/polish-gpt2-xl',\n", " 'YituTech/conv-bert-base',\n", " 'Reihaneh/wav2vec2_fy_kab_4000_steps_1',\n", " 'tiiuae/Falcon3-Mamba-7B-Base',\n", " 'facebook/mms-tts-enx',\n", " 'tiiuae/Falcon-H1-7B-Base',\n", " 'facebook/mms-tts-aia',\n", " 'Helsinki-NLP/opus-mt-ar-it',\n", " 'facebook/mms-tts-acn',\n", " 'goldfish-models/epo_latn_1000mb',\n", " 'flax-community/t5-v1_1-base-wikisplit',\n", " 'facebook/mms-tts-ctg',\n", " 'lightonai/pagnol-small',\n", " 'OpenAssistant/falcon-7b-sft-top1-696',\n", " 'NovelAI/nerdstash-tokenizer-v2',\n", " 'Geotrend/bert-base-en-ja-cased',\n", " 'goldfish-models/bul_cyrl_5mb',\n", " 'pingzhili/chemberta-v2-finetuned-uspto-50k-classification',\n", " 'FreedomIntelligence/Soundwave',\n", " 'anuragshas/wav2vec2-xls-r-300m-mr-cv9-with-lm',\n", " 'Helsinki-NLP/opus-mt-sv-toi',\n", " 'goldfish-models/nob_latn_1000mb',\n", " 'NlpHUST/vit5-v1.1-base-1024',\n", " 'hyunwoongko/asian-bart-ecjk',\n", " 'SeyedAli/Persian-Speech-synthesis-MMS',\n", " 'Helsinki-NLP/opus-mt-fi-lue',\n", " 'konstantindobler/xlm-roberta-base-focus-extend-arabic',\n", " 'ReadyArt/Forgotten-Safeword-70B-3.6',\n", " 'ocisd4/ocis_tokenizer_en_zh',\n", " 'EdBerg/nvidia_gleanings_baha',\n", " 'WoonaAI/OmniLing-V1-8b-experimental',\n", " 'MrBananaHuman/char_ko_bert_small',\n", " 'Reihaneh/wav2vec2_fi_et_LID_common_voice_18',\n", " 'artificialguybr/textcaps-teste2',\n", " 'theyorubayesian/bert-base-uncased-thai-cc',\n", " 'Norm/nougat-latex-base',\n", " 'goldfish-models/yor_latn_full',\n", " 'tomaarsen/span-marker-xlm-roberta-large-verbs',\n", " 'lodrick-the-lafted/Fuselage-8B',\n", " 'm-a-p/MuPT-v0-4096-190M',\n", " 'SaulLu/new-tokenizer-roberta-2',\n", " 'facebook/mms-tts-dop',\n", " 'Helsinki-NLP/opus-mt-sv-tw',\n", " 'anuragshas/wav2vec2-xls-r-300m-bn-cv9-with-lm',\n", " 'Helsinki-NLP/opus-mt-no-de',\n", " 'lparisi/wav2vec2-large-xls-r-300m-portuguese-colab',\n", " 'nroggendorff/smallama',\n", " 'alvanlii/wav2vec2-BERT-cantonese',\n", " 'eduagarcia-temp/ptcrawl_base_v1_5__checkpoint1',\n", " 'goldfish-models/gsw_latn_5mb',\n", " 'ethzanalytics/blip2-flan-t5-xl-sharded',\n", " 'yamatazen/BlueLight-12B',\n", " 'Helsinki-NLP/opus-mt-lt-sv',\n", " 'allenai/pegasus-multi_lexsum-long-short',\n", " 'osllmai-community/DeepSeek-R1',\n", " 'goldfish-models/pap_latn_5mb',\n", " 'PocketDoc/Dans-PersonalityEngine-V1.2.0-24b',\n", " 'Helsinki-NLP/opus-mt-ko-es',\n", " 'dicta-il/MsBERT',\n", " 'goldfish-models/lin_latn_10mb',\n", " 'goldfish-models/xho_latn_5mb',\n", " 'goldfish-models/rus_latn_10mb',\n", " 'nbeerbower/Mistral-Nemo-Prism-12B-v7',\n", " 'goldfish-models/hsb_latn_10mb',\n", " 'facebook/mms-tts-sea',\n", " 'cognitivecomputations/dolphin-2.9.1-llama-3-70b',\n", " 'Helsinki-NLP/opus-mt-ja-sv',\n", " 'Helsinki-NLP/opus-mt-crs-en',\n", " 'nqzfaizal77ai/nqzora-luminaris-minimia-init-610m',\n", " 'BookingCare/bkcare-bert-pretrained',\n", " 'trollek/Holger-7B-v0.1',\n", " 'facebook/mms-tts-tuk-script_arabic',\n", " 'AigizK/w2v-bert-2.0-mt-CV17.0',\n", " 'Askinkaty/llama-finance-relations',\n", " 'facebook/blenderbot-400M-distill',\n", " 'j5ng/et5-typos-corrector',\n", " 'nvidia/Nemotron-H-8B-Base-8K',\n", " 'aubmindlab/aragpt2-base',\n", " 'asi/igpt-fr-cased-base',\n", " 'cahya/NusaBert-ner',\n", " 'amin/command_distilbert_ner',\n", " 'IntervitensInc/Llama-3.1-Minitron-4B-Width-Base-chatml',\n", " 'PJMixers-Dev/LLaMa-3.1-Added-Tokens-Tokenizer',\n", " 'facebook/mms-tts-tna',\n", " 'Yehor/w2v-xls-r-uk',\n", " 'Helsinki-NLP/opus-mt-fi-he',\n", " 'Nexesenex/Llama_3.x_70b_SmarTrident_v1.02',\n", " 'slone/bert-small-from-nllb-200-raw',\n", " 'Xenova/gpt-4',\n", " 'philschmid/Infinity_gpu_MiniLM_L6_H384_uncased_sst2',\n", " 'facebook/mms-tts-rmy-script_cyrillic',\n", " 'facebook/mms-tts-ruf',\n", " 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'Helsinki-NLP/opus-mt-es-nso',\n", " 'pirxus/how2_en_unigram5000_filtered',\n", " 'DrishtiSharma/wav2vec2-large-xls-r-300m-bas-v1',\n", " 'goldfish-models/zsm_latn_10mb',\n", " 'Nexesenex/Llama_3.x_70b_Hexagon_Pink_V1',\n", " 'alger-ia/dziribert',\n", " 'danlou/albert-xxlarge-v2-finetuned-csqa',\n", " 'okanvk/med-electra-small-discriminator',\n", " 'goldfish-models/quy_latn_10mb',\n", " 'Priyanship/CSP_MUCS_mms_1b_all',\n", " 'minishlab/potion-base-8M',\n", " 'muhtasham/tiny-mlm-glue-mnli-custom-tokenizer',\n", " 'goldfish-models/fra_latn_5mb',\n", " 'RedHatAI/Llama-3.3-70B-Instruct-FP8-dynamic',\n", " 'adamo1139/Zamba2-7B-ungated',\n", " 'd0rj/ruRoberta-distilled',\n", " 'RefalMachine/llama3_darulm_20_05_24_part1-2_128000_unigram_mean_init_03_07_24',\n", " 'FreedomIntelligence/phoenix-inst-chat-7b-v1.1',\n", " 'RASMUS/Ahma-3B-Slerp',\n", " 'goldfish-models/mar_deva_1000mb',\n", " 'Reihaneh/XLSR_MOLE_nl_1',\n", " 'RefalMachine/ruadapt_qwen2.5_3B_ext_cl100k_unigram_32000_mean_init',\n", 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'goldfish-models/sag_latn_full',\n", " 'deepdml/wav2vec2-base-timit-demo-colab',\n", " 'jonatasgrosman/exp_w2v2t_th_wav2vec2_s664',\n", " 'Helsinki-NLP/opus-mt-tc-bible-big-fiu-deu_eng_fra_por_spa',\n", " 'beomi/llama-2-ko-7b-emb-dev',\n", " 'lamm-mit/Cephalo-Llama-3.2-11B-Vision-Instruct-128k',\n", " 'kazemnejad/Janus-Pro-1B-unified-embed',\n", " 'facebook/mms-tts-rav',\n", " 'abdulmannan-01/DeepSeek-R1-Distill-Llama-8B-Lora-Finetuned-Openscholar-Dataset-Adapter',\n", " 'igorktech/tribble-70m',\n", " 'goldfish-models/lao_laoo_full',\n", " 'goldfish-models/fry_latn_5mb',\n", " 'dreamgen/lucid-v1-nemo',\n", " 'nlp-waseda/roberta-base-japanese',\n", " 'facebook/mms-tts-run',\n", " 'facebook/wav2vec2-base-10k-voxpopuli-ft-nl',\n", " 'facebook/mms-tts-rkt',\n", " 'inclusionAI/Ring-lite-linear-preview',\n", " 'Helsinki-NLP/opus-mt-af-fi',\n", " 'DeepPavlov/bert-base-cased-conversational',\n", " 'Bagus/wav2vec2-large-xlsr-bahasa-indonesia',\n", " 'HuggingFaceTB/SmolLM3-3B',\n", " 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'instructlab/merlinite-7b-pt',\n", " 'mstaron/CyBERTa',\n", " 'facebook/mms-tts-ctd',\n", " 'bond005/wav2vec2-large-ru-golos-with-lm',\n", " 'adeelahmad/ReasonableLlama3-3B-Jr',\n", " 'mrm8488/flaubert-small-finetuned-movie-review-sentiment-analysis',\n", " 'stefan-it/secret-gpt2',\n", " 'goldfish-models/hne_deva_5mb',\n", " 'joelniklaus/legal-slovak-roberta-base',\n", " 'monsoon-nlp/hindi-bert',\n", " 'jncraton/teapotllm-ct2-int8',\n", " 'siro1/Qwen-1.5B-redistill-32B-45k-samples',\n", " 'goldfish-models/bsb_latn_5mb',\n", " 'davda54/wiki-retrieval-patch-base',\n", " 'Xenova/conv-bert-base',\n", " 'Parallia/Fairly-Multilingual-ModernBERT-Embed-BE-DE',\n", " 'goldfish-models/crh_cyrl_full',\n", " 'Community-LM/to-be-investigated',\n", " 'Helsinki-NLP/opus-mt-af-ru',\n", " 'Helsinki-NLP/opus-mt-mh-es',\n", " 'bigscience/oscar_13_languages_equal_weight',\n", " 'goldfish-models/hin_latn_10mb',\n", " 'kxdw2580/DeepSeek-R1-0528-Qwen3-8B-Catgirl-0531-test-mix',\n", " 'goldfish-models/bem_latn_5mb',\n", " 'castorini/afriteva_large',\n", " 'hungryc9/deval2-1',\n", " 'facebook/mms-tts-cnt',\n", " 'Helsinki-NLP/opus-mt-en-zh',\n", " 'SreyanG-NVIDIA/wav2vec2-base-demo-colab',\n", " 'sinequa/passage-ranker.mango',\n", " 'goldfish-models/uzn_cyrl_10mb',\n", " 'goldfish-models/bod_tibt_5mb',\n", " 'Helsinki-NLP/opus-mt-fr-mt',\n", " 'lightonai/RITA_s',\n", " 'cnmoro/pylate-ibm-granite-107m-multilingual',\n", " 'facebook/mms-tts-cuk',\n", " 'jukofyork/DeepSeek-R1-0528-CODER-DRAFT-0.6B-v1.0',\n", " 'bigscience/sgpt-bloom-7b1-msmarco',\n", " 'NOVA-vision-language/GlorIA-1.3B',\n", " 'airesearchth/wangchanberta-base-wiki-20210520-news-spm',\n", " 'Novaciano/LEWD-Mental-Cultist-3.2-1B',\n", " 'Geotrend/bert-base-no-cased',\n", " 'yihongLiu/xlm-r-with-transliteration-max',\n", " 'Helsinki-NLP/opus-mt-sla-sla',\n", " 'Delta-Vector/Rei-12B',\n", " 'facebook/mms-tts-cmo-script_latin',\n", " 'deepseek-ai/Janus-Pro-7B',\n", " 'HPLT/hplt_bert_base_et',\n", " 'gchhablani/wav2vec2-large-xlsr-hu',\n", " 'Reihaneh/wav2vec2_fy_nl_de_lid_sprklb_R1_R5_R6_R7_R12_R15_R16_R20_common_voice_63',\n", " 'goldfish-models/lin_latn_full',\n", " 'xiulinyang/GPT-AR-5k',\n", " 'KTH/tiny-olmo-orpo',\n", " 'facebook/mms-tts-toc',\n", " 'anuragshas/wav2vec2-large-xls-r-300m-pa-in',\n", " 'HPLT/hplt_bert_base_2_0_lvs-Latn',\n", " 'facebook/mms-tts-kum',\n", " 'edbeeching/vsft-idefics2',\n", " 'Helsinki-NLP/opus-mt-es-ln',\n", " 'facebook/mms-tts-xtd',\n", " 'yhavinga/t5-base-dutch',\n", " 'goldfish-models/zho_hant_5mb',\n", " 'Helsinki-NLP/opus-mt-es-mfs',\n", " 'goldfish-models/syr_syrc_full',\n", " 'facebook/mms-tts-ojb-script_syllabics',\n", " 'muhtasham/tiny-mlm-glue-qqp-from-scratch-custom-tokenizer',\n", " 'facebook/mms-tts-dip',\n", " 'MrLight/dse-phi35-vidore-ft',\n", " 'facebook/mms-tts-miy',\n", " 'NousResearch/Hermes-2-Theta-Llama-3-8B',\n", " 'goldfish-models/hau_latn_5mb',\n", " 'facebook/mms-tts-suc',\n", " 'goldfish-models/sqi_latn_5mb',\n", " 'abinayam/gpt-2-tamil',\n", " 'Helsinki-NLP/opus-mt-tc-big-gmq-itc',\n", " 'Helsinki-NLP/opus-mt-fr-ar',\n", " 'facebook/mms-tts-kdi',\n", " 'Ayaka/bart-base-cantonese',\n", " 'facebook/mms-tts-waw',\n", " 'facebook/mms-tts-kin',\n", " 'joelniklaus/legal-german-roberta-large',\n", " 'anton-l/wav2vec2-large-xlsr-53-mongolian',\n", " 'WueNLP/centurio_aya',\n", " 'keshan/SinhalaBERTo',\n", " 'Helsinki-NLP/opus-mt-lus-en',\n", " 'Wikidepia/marian-nmt-enid',\n", " 'goldfish-models/mon_cyrl_5mb',\n", " 'AlienKevin/electra-hongkongese-small-6-dropped-distilled-truncated-hkcancor-multi',\n", " 'opencsg/csg-wukong-1B',\n", " 'stefan-it/secret-gpt2-tokenizer',\n", " 'goldfish-models/dzo_tibt_5mb',\n", " 'goldfish-models/san_deva_5mb',\n", " 'kuppuluri/telugu_bertu',\n", " 'goldfish-models/tel_latn_full',\n", " 'MaziyarPanahi/Mixtral-8x22B-Instruct-v0.1-AWQ',\n", " 'unum-cloud/uform-vl-english',\n", " 'goldfish-models/prs_arab_10mb',\n", " 'goldfish-models/bew_cyrl_10mb',\n", " 'IDEA-CCNL/Ziya-LLaMA-13B-Pretrain-v1',\n", " 'RedHatAI/OpenHermes-2.5-Mistral-7B-pruned50-quant-ds',\n", " 'JINIAC/tokenizer_v0_9_hi32k',\n", " 'Helsinki-NLP/opus-mt-tc-big-zle-it',\n", " 'facebook/mms-tts-lob',\n", " 'facebook/mms-tts-tgj',\n", " 'medtalkai/wav2vec2-xls-r-1b-medical-domain',\n", " 'xiulinyang/MnGPT2-RU-26913',\n", " 'jordiclive/scaled-llama-7b-lora-16k-rp2',\n", " 'omarSorour123/sorour_qa_model',\n", " 'jhu-clsp/rank1-llama3-8b',\n", " 'ClassCat/gpt2-small-basque-v2',\n", " 'goldfish-models/glk_arab_10mb',\n", " 'facebook/mms-tts-ful',\n", " 'Geotrend/bert-base-en-fr-es-de-zh-cased',\n", " 'goldfish-models/mon_latn_10mb',\n", " 'facebook/mms-tts-war',\n", " 'goldfish-models/nor_latn_1000mb',\n", " 'tiiuae/falcon-mamba-7b-instruct',\n", " 'Reihaneh/wav2vec2_germanic_common_voice_8',\n", " 'dicta-il/BEREL_3.0',\n", " 'patrickvonplaten/wav2vec2-large-mms-1b-turkish-colab',\n", " 'Helsinki-NLP/opus-mt-es-tpi',\n", " 'Neurora/opus-hplt-en-ja-v2.0',\n", " 'goldfish-models/wol_latn_5mb',\n", " 'mrm8488/wav2vec2-large-xlsr-53-euskera',\n", " 'goldfish-models/mam_latn_full',\n", " 'goldfish-models/kas_deva_full',\n", " 'seyonec/ChemBERTa-zinc-base-v1',\n", " 'Helsinki-NLP/opus-mt-tc-big-fr-zle',\n", " 'stanford-crfm/BioMedLM',\n", " 'Helsinki-NLP/opus-mt-bem-fi',\n", " 'Vikhrmodels/Vikhr-7b-0.1',\n", " 'sambanovasystems/SambaLingo-Slovenian-Chat',\n", " 'Helsinki-NLP/opus-mt-sv-tn',\n", " 'goldfish-models/bua_cyrl_5mb',\n", " 'Helsinki-NLP/opus-mt-en-trk',\n", " 'Helsinki-NLP/opus-mt-tc-bible-big-mkh-deu_eng_nld',\n", " 'facebook/mms-tts-mee',\n", " 'LongshenOu/m2m_pt',\n", " 'facebook/mms-tts-cbs',\n", " 'KBLab/sentence-bert-swedish-cased',\n", " 'GetmanY1/wav2vec2-base-fi-voxpopuli-v2-sami-parl-ext-ft',\n", " 'Den4ikAI/ruELECTRA-large-strip-30k',\n", " 'HPLT/hplt_bert_base_2_0_bul-Cyrl',\n", " 'facebook/mms-tts-jvn',\n", " 'mesolitica/malaysian-debertav2-base',\n", " 'facebook/mms-tts-bbc',\n", " 'ahmedheakl/asm2asm-deepseek-1.3b-500k-tokenizer',\n", " 'nvidia/llama-nemoretriever-colembed-3b-v1',\n", " 'Helsinki-NLP/opus-mt-zh-ms',\n", " 'goldfish-models/lit_latn_1000mb',\n", " 'IbrahimSalah/F5-TTS-Arabic',\n", " 'jordiae/clang_opt3_ir_optz-ir_optz-2024-01-15-0959-e1bf-bc2b',\n", " 'goldfish-models/ton_latn_5mb',\n", " 'Helsinki-NLP/opus-mt-fi-srn',\n", " 'cahya/wav2vec2-large-xlsr-sundanese',\n", " 'Norod78/TinyStories-3M-val-Hebrew',\n", " 'riotu-lab/ArabianGPT1.5B-QA-FT',\n", " 'facebook/mms-tts-kne',\n", " 'goldfish-models/arg_latn_5mb',\n", " 'Helsinki-NLP/opus-mt-bg-fr',\n", " 'goldfish-models/fra_latn_10mb',\n", " 'lisabdunlap/test',\n", " 'HPLT/translate-eu-en-v1.0-hplt',\n", " 'Helsinki-NLP/opus-mt-tc-big-fa-gmq',\n", " 'facebook/mms-tts-ixl-dialect_sanjuancotzal',\n", " 'sanchit-gandhi/wav2vec2_ctc_swb_tokenizer',\n", " 'NeuML/pubmedbert-base-embeddings-1M',\n", " 'narraticlabs/MiniLM-L6-european-union',\n", " 'dangvantuan/vietnamese-document-embedding',\n", " 'HPLT/hplt_bert_base_2_0_nob-Latn',\n", " 'facebook/mms-tts-mai',\n", " 'tarudesu/ViHateT5-base-HSD',\n", " 'taide/TAIDE-LX-7B-Chat',\n", " 'Helsinki-NLP/opus-mt-tc-big-he-itc',\n", " 'med-flamingo/med-flamingo',\n", " 'TurkuNLP/wikibert-base-sr-cased',\n", " 'facebook/mms-tts-gmv',\n", " 'Mitsua/elan-mt-bt-en-ja',\n", " 'mrm8488/Mistral-7B-v0.1-inst',\n", " 'Cotum/Llama-3.2-3B-Instruct-thinking-function_calling-V0',\n", " 'bookbot/wav2vec2-xls-r-300m-swahili-cv-fleurs-alffa-alphabets-phonemes-bookbot',\n", " 'naclbit/gpt-j-japanese-6.8b',\n", " 'tinycompany/Adi-TK-128K',\n", " 'Helsinki-NLP/opus-mt-tc-bible-big-mul-deu_eng_nld',\n", " ...}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dedup_models" ] }, { "cell_type": "code", "execution_count": 23, "id": "91a4de38", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2341\n" ] } ], "source": [ "model_to_eval_list = []\n", "\n", "filter_out_list = ['mms', 'byt5', 'wav2vec']\n", "\n", "for model_id, _, _ in model_list:\n", " if model_id not in dedup_models:\n", " continue\n", " if model_id in already_evaluated:\n", " continue\n", " if any(term in model_id for term in filter_out_list):\n", " continue\n", " model_to_eval_list.append(model_id)\n", "\n", "print(len(model_to_eval_list))" ] }, { "cell_type": "code", "execution_count": 26, "id": "ef45bce1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2266" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(dedup_models) - len(already_evaluated)" ] }, { "cell_type": "code", "execution_count": 31, "id": "81099d18", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "llm-blender/PairRM microsoft/deberta-v3-base\n", "kredor/punctuate-all qanastek/XLMRoberta-Alexa-Intents-Classification\n", "khalidalt/arabic_bpe khalidalt/tokenizer_bpe\n", "KoboldAI/OPT-13B-Erebus facebook/genre-linking-aidayago2\n", "malteos/bloom-6b4-clp-german philschmid/instruct-igel-001\n", "sambanovasystems/SambaLingo-Turkish-Base sambanovasystems/SambaLingo-Turkish-Chat\n", "Ashishkr/query_wellformedness_score impira/layoutlm-document-qa\n", "Qwen/Qwen2.5-Coder-32B-Instruct Qwen/QwQ-32B\n", "NovaSearch/stella_en_1.5B_v5 Qwen/QwQ-32B\n", "DeepMount00/Anita DeepMount00/Italian_NER_XXL\n", "BAAI/EVA-CLIP-8B google/owlvit-base-patch32\n", "AI-Sweden-Models/gpt-sw3-1.3b AI-Sweden-Models/gpt-sw3-6.7b-v2-instruct\n", "naufalihsan/indonesian-sbert-large indobenchmark/indobert-base-p1\n", "google/mobilebert-uncased sentence-transformers/all-MiniLM-L6-v2\n", "THUDM/chatglm3-6b-32k THUDM/chatglm2-6b\n", "bofenghuang/whisper-large-v3-french kotoba-tech/kotoba-whisper-v2.0\n", "Geotrend/distilbert-base-25lang-cased Geotrend/bert-base-25lang-cased\n", "Kabir259/w2v-base_v1.0 bookbot/wav2vec2-xls-r-300m-swahili-cv-fleurs-alffa-word-lm\n", "NexaAIDev/Octopus-v2 google/gemma-7b\n", "xtuner/llava-llama-3-8b-v1_1 aaditya/Llama3-OpenBioLLM-70B\n", "nickmuchi/finbert-tone-finetuned-finance-topic-classification yiyanghkust/finbert-tone\n", "suno/bark-small suno/bark\n", "Narrativa/mbart-large-50-finetuned-opus-en-pt-translation BAAI/bge-m3\n", "KoichiYasuoka/roberta-base-turkish-ud-goeswith burakaytan/roberta-base-turkish-uncased\n", "Helsinki-NLP/opus-mt-tc-big-fr-en Helsinki-NLP/opus-mt-tc-big-en-fr\n", "internlm/POLAR-7B OpenGVLab/InternVL-Chat-V1-5\n", "THUDM/chatglm3-6b-base THUDM/chatglm2-6b\n", "alexandrainst/scandi-nli-large NbAiLab/nb-bert-large\n", "Helsinki-NLP/opus-mt-fi-tpi gaudi/opus-mt-fi-tpi-ctranslate2\n", "microsoft/Phi-3-mini-128k-instruct meta-llama/Llama-2-7b-chat-hf\n", "IIC/mdeberta-v3-base-cantemist MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7\n", "Davlan/bloom-560m_am_continual-pretrain_10000samples justheuristic/test-bloomd-350m\n", "Geotrend/bert-base-zh-cased Geotrend/distilbert-base-zh-cased\n", "U4R/StructTable-base kitjesen/MinerU\n", "google/siglip2-base-patch16-224 google/gemma-7b\n", "vasista22/whisper-hindi-large-v2 openai/whisper-large-v3\n", "SUSTech/SUS-Chat-34B 01-ai/Yi-34B\n", "MBZUAI/LaMini-Flan-T5-783M google/flan-t5-xxl\n", "winninghealth/WiNGPT2-Gemma-2-9B-Chat google/gemma-7b\n", "deepdml/output Mofe/speech-sprint-test\n", "projecte-aina/FLOR-6.3B projecte-aina/aguila-7b\n", "ehsanaghaei/SecureBERT_Plus ehsanaghaei/SecureBERT\n", "deepvk/plato-9b google/gemma-7b\n", "distil-whisper/distil-small.en ahxt/LiteLlama-460M-1T\n", "Qwen/Qwen3-Embedding-0.6B Qwen/QwQ-32B\n", "MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli microsoft/deberta-v3-base\n", "Doctor-Shotgun/Nous-Capybara-limarpv3-34B 01-ai/Yi-34B\n", "alpindale/miqu-1-70b-pytorch LoneStriker/miqu-1-70b-sf-4.25bpw-h6-exl2\n", "huggyllama/llama-7b meta-llama/Llama-2-7b-chat-hf\n", "pandalla/ChatLaw-13B IDEA-CCNL/Ziya-LLaMA-13B-v1\n", "cointegrated/rut5-small-normalizer cointegrated/rubert-tiny\n", "biodatlab/whisper-th-medium-combined openai/whisper-large-v2\n", "rmayormartins/speech-accent-pt-br-classifier padmalcom/wav2vec2-large-nonverbalvocalization-classification\n", "facebook/nllb-200-distilled-600M visheratin/nllb-clip-large-oc\n", "moonshotai/Kimi-VL-A3B-Thinking huihui-ai/Moonlight-16B-A3B-Instruct-abliterated\n", "google/gemma-2-9b-it google/gemma-7b\n", "BAAI/bge-en-icl mistralai/Mixtral-8x7B-Instruct-v0.1\n", "sanchit-gandhi/large-v3-32-2-conditioned-timestamped-unshuffled-bpe-dropout-resumed openai/whisper-large-v3\n", "Salesforce/blip2-opt-2.7b impira/layoutlm-document-qa\n", "dbmdz/bert-base-turkish-cased karahansahin/ellipsis-type-turna\n", "mistralai/Mistral-Nemo-Instruct-2407 nvidia/Cosmos-UpsamplePrompt1-12B-Text2World\n", "MiaoshouAI/Florence-2-base-PromptGen-v1.5 impira/layoutlm-document-qa\n", "instruction-pretrain/instruction-synthesizer mistralai/Mixtral-8x7B-Instruct-v0.1\n", "AlekseyKorshuk/vicuna-7b meta-llama/Llama-2-7b-chat-hf\n", "dbmdz/distilbert-base-turkish-cased dbmdz/bert-base-turkish-cased\n", "IDEA-CCNL/Ziya-LLaMA-7B-Reward meta-llama/Llama-2-7b-chat-hf\n", "Xenova/tiny-random-StableLmForCausalLM michaelbenayoun/gpt-neox-tiny-4layers-random\n", "deepseek-ai/DeepSeek-Coder-V2-Instruct deepseek-ai/DeepSeek-V2.5\n", "Yellow-AI-NLP/komodo-7b-base meta-llama/Llama-2-7b-chat-hf\n", "h2oai/h2o-danube3-500m-chat mistralai/Mixtral-8x7B-Instruct-v0.1\n", "fireworks-ai/firefunction-v1 mistralai/Mixtral-8x7B-Instruct-v0.1\n", "antoinelouis/crossencoder-camembert-base-mmarcoFR Jean-Baptiste/camembert-ner\n", "TURKCELL/gibberish-sentence-detection-model-tr dbmdz/bert-base-turkish-128k-uncased\n", "IDEA-CCNL/Randeng-T5-784M-QA-Chinese IDEA-CCNL/Randeng-T5-784M-MultiTask-Chinese\n", "transformer3/H2-keywordextractor impira/layoutlm-document-qa\n", "Navid-AI/Yehia-7B-preview ALLaM-AI/ALLaM-7B-Instruct-preview\n", "vinai/phobert-base bkai-foundation-models/vietnamese-bi-encoder\n", "RefalMachine/ruadapt_qwen2.5_3B_darulm_bpe_128000_mean_init RefalMachine/llama3_darulm_20_05_24_part1-2_128000_bpe_mean_init_03_07_24\n", "Helsinki-NLP/opus-mt-hil-fi Helsinki-NLP/opus-mt-fi-hil\n", "ydshieh/kosmos-2-patch14-224 microsoft/kosmos-2-patch14-224\n", "mistralai/Mixtral-8x7B-Instruct-v0.1 nlee-208/uf-mistral-it-sft-g0\n", "chavinlo/alpaca-native meta-llama/Llama-2-7b-chat-hf\n", "ylacombe/w2v-bert-2.0-turkish-colab-CV6.1 rjzevallos/wav2vec2-large-xls-r-300m-turkish-colab\n", "MohamedRashad/Arabic-Whisper-CodeSwitching-Edition aiola/whisper-medusa-v1\n", "deepvk/bert-base-uncased Den4ikAI/nonsense_gibberish_detector\n", "Helsinki-NLP/opus-mt-tc-big-tr-en Helsinki-NLP/opus-mt-tc-big-en-tr\n", "stefan-it/xlstm-german-wikipedia unsloth/llama-2-7b\n", "Geotrend/bert-base-en-fr-uk-el-ro-cased Geotrend/distilbert-base-en-fr-uk-el-ro-cased\n", "hfl/chinese-electra-180g-base-discriminator google-bert/bert-base-chinese\n", "KoichiYasuoka/roberta-base-ainu KoichiYasuoka/deberta-large-japanese-aozora\n", "deepset/roberta-large-squad2 impira/layoutlm-document-qa\n", "openbmb/MiniCPM-V-2_6 Qwen/QwQ-32B\n", "NbAiLabArchive/test_w5_long_roberta_tokenizer NbAiLab/nb-roberta-base-scandinavian\n", "ai-forever/mGPT-1.3B-persian ai-forever/mGPT\n", "mrm8488/bert2bert_shared-spanish-finetuned-summarization dccuchile/bert-base-spanish-wwm-cased\n", "sonoisa/sentence-bert-base-ja-mean-tokens tohoku-nlp/bert-base-japanese-whole-word-masking\n", "THUDM/GLM-4.1V-9B-Thinking yujiepan/glm-4-tiny-random\n", "distilbert/distilbert-base-uncased-finetuned-sst-2-english sentence-transformers/all-MiniLM-L6-v2\n", "microsoft/Phi-3.5-mini-instruct meta-llama/Llama-2-7b-chat-hf\n", "LGAI-EXAONE/EXAONE-Deep-32B LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct\n", "fireworks-ai/llama-3-firefunction-v2 bosonai/Higgs-Llama-3-70B\n", "distil-whisper/distil-large-v2 openai/whisper-large-v2\n", "MoritzLaurer/mDeBERTa-v3-base-mnli-xnli MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7\n", "saltlux/luxia-21.4b-alignment-v1.0 OpenGVLab/InternVL-Chat-V1-5\n", "nicholasKluge/Aira-OPT-125M impira/layoutlm-document-qa\n", "yuvalkirstain/PickScore_v1 openai/clip-vit-base-patch32\n", "CalamitousFelicitousness/Yi-1.5-9B-Chat-16K-tokfix 01-ai/Yi-34B\n", "DeepPavlov/bart-base-en-persona-chat impira/layoutlm-document-qa\n", "THUDM/WebGLM openai-community/gpt2\n", "sonoisa/sentence-luke-japanese-base-lite Mizuiro-sakura/luke-japanese-large-sentiment-analysis-wrime\n", "google-bert/bert-base-cased dslim/bert-base-NER\n", "FacebookAI/roberta-base microsoft/Florence-2-large\n", "Nexusflow/NexusRaven-V2-13B ahmedheakl/sqlcoder-7b-2-ArabicSQLV6\n", "internlm/internlm2_5-7b-chat OpenGVLab/InternVL-Chat-V1-5\n", "THUDM/LongWriter-glm4-9b THUDM/glm-4-9b-chat\n", "BAAI/bge-large-en-v1.5 sentence-transformers/all-MiniLM-L6-v2\n", "castorini/bert-base-uncased-thai-cc theyorubayesian/bert-base-uncased-thai-cc\n", "CausalLM/34b-beta 01-ai/Yi-34B\n", "KoichiYasuoka/yellowback-gpt-neo-1.3B-ud-causal yellowback/gpt-neo-japanese-1.3B\n", "brucethemoose/Yi-34B-200K-RPMerge 01-ai/Yi-34B\n", "teknium/OpenHermes-2.5-Mistral-7B mistralai/Mixtral-8x7B-Instruct-v0.1\n", "liuhaotian/LLaVA-13b-delta-v0 meta-llama/Llama-2-7b-chat-hf\n", "wkcn/TinyCLIP-ViT-8M-16-Text-3M-YFCC15M openai/clip-vit-base-patch32\n", "BEE-spoke-data/claude-tokenizer-forT5 pszemraj/jamba-900M-v0.13-KIx2\n", "google/siglip-base-patch16-256-multilingual csebuetnlp/mT5_multilingual_XLSum\n", "google/gemma-7b-aps-it google/gemma-7b\n", "HelpingAI/HelpingAI-9B qnguyen3/Master-Yi-9B\n", "moonshotai/Moonlight-16B-A3B-Instruct moonshotai/Kimi-VL-A3B-Thinking\n", "BAAI/bge-m3 vabatista/sbert-squad-pt-br\n", "ai-forever/FRED-T5-1.7B ai-forever/rugpt3large_based_on_gpt2\n", "KoichiYasuoka/deberta-small-japanese-upos KoichiYasuoka/deberta-large-japanese-aozora\n", "google/siglip-so400m-patch14-384 mesolitica/malaysian-Qwen1.5-0.5B-siglip-base-384-vision\n", "nomic-ai/nomic-embed-text-v1.5 sentence-transformers/all-MiniLM-L6-v2\n", "togethercomputer/m2-bert-80M-8k-retrieval dslim/bert-base-NER\n", "hotchpotch/japanese-bge-reranker-v2-m3-v1 BAAI/bge-m3\n", "Trendyol/Trendyol-LLM-7b-base-v0.1 Trendyol/Trendyol-LLM-7b-chat-v0.1\n", "RefalMachine/ruadapt_qwen2.5_3B_darulm_unigram_128000_mean_init RefalMachine/llama3_darulm_20_05_24_part1-2_128000_unigram_mean_init_03_07_24\n", "BAAI/bge-large-zh-v1.5 google-bert/bert-base-chinese\n", "svalabs/gbert-large-zeroshot-nli deepset/gbert-large\n", "facebook/xglm-564M facebook/xglm-7.5B\n", "OsakanaTeishoku/gpt_0.125B_global_step100 Imcf1Y3FSatM/gpt_0.125B_global_step1000\n", "BSC-LT/NextProcurement_pdfutils suno/bark\n", "BAAI/bge-code-v1 Qwen/QwQ-32B\n", "Voicelab/herbert-base-cased-sentiment allegro/herbert-base-cased\n", "microsoft/DialoGPT-medium openai-community/gpt2\n", "codellama/CodeLlama-70b-Python-hf codellama/CodeLlama-70b-hf\n", "pankajmathur/orca_mini_3b openlm-research/open_llama_13b\n", "maya-multimodal/maya CohereLabs/c4ai-command-r-plus\n", "OpenBuddy/openbuddy-zero-14b-v22.3-32k OpenBuddy/openbuddy-yi1.5-34b-v21.6-32k-fp16\n", "CarperAI/stable-vicuna-13b-delta meta-llama/Llama-2-7b-chat-hf\n", "OpenAssistant/codellama-13b-oasst-sft-v10 Nexusflow/NexusRaven-V2-13B\n", "selimc/OrpoGemma-2-9B-TR Jahid05/Gemma-2-9b-it-prompt-generator\n", "KoichiYasuoka/deberta-v3-base-japanese-ud-goeswith ku-nlp/deberta-v3-base-japanese\n", "cointegrated/rut5-base-labse-decoder cointegrated/rut5-base-multitask\n", "microsoft/layoutlm-base-uncased sentence-transformers/all-MiniLM-L6-v2\n", "openchat/openchat-3.5-0106-gemma google/gemma-7b\n", "internlm/POLAR-1_8B OpenGVLab/InternVL-Chat-V1-5\n", "blaze999/Medical-NER microsoft/deberta-v3-base\n", "google/paligemma-3b-pt-224 vidore/colpali\n", "castorini/bert-base-uncased-yoruba-cc theyorubayesian/bert-base-uncased-yoruba-cc\n", "netease-youdao/Qwen-7B-QAnything MTSAIR/MultiVerse_70B\n", "mixedbread-ai/deepset-mxbai-embed-de-large-v1 BAAI/bge-m3\n", "lerobot/pi0 vidore/colpali\n", "HuggingFaceH4/zephyr-7b-beta mistralai/Mixtral-8x7B-Instruct-v0.1\n", "Snowflake/snowflake-arctic-instruct meta-llama/Llama-2-7b-chat-hf\n", "dbmdz/bert-base-german-cased deepset/gbert-large\n", "sentence-transformers/all-MiniLM-L6-v2 winglian/photo-classifier\n", "microsoft/BiomedVLP-CXR-BERT-specialized microsoft/BiomedVLP-CXR-BERT-general\n", "saattrupdan/electra-small-qa-da Maltehb/aelaectra-danish-electra-small-cased-ner-dane\n", "cointegrated/rubert-tiny2 Den4ikAI/rubert-tiny2-retriever\n", "NYTK/sentiment-hts5-hubert-hungarian SZTAKI-HLT/hubert-base-cc\n", "mistralai/Mistral-Large-Instruct-2407 Rocketknight1/tiny-gpt2-with-mistral-tool-template\n", "Twitter/twhin-bert-large lorelupo/twitter-xlm-base-user-age-4g-it\n", "guillaumekln/faster-whisper-large-v2 lesliejd/jt-whisper\n", "guymorlan/TokenizerLabeller Helsinki-NLP/opus-mt-mul-en\n", "Davlan/bert-base-multilingual-cased-ner-hrl suno/bark\n", "microsoft/Phi-4-mini-instruct microsoft/Phi-4-multimodal-instruct\n", "defog/sqlcoder bigcode/starcoder\n", "bigcode/starcoder TheBloke/sqlcoder-GPTQ\n", "weblab-GENIAC/team_ozaki_submit hideax/orpo_llama2_iter16000_fp16\n", "WizardLMTeam/WizardLM-13B-V1.2 meta-llama/Llama-2-7b-chat-hf\n", "OpenBuddy/openbuddy-llama2-13b-v8.1-fp16 sakuraumi/Sakura-13B-Galgame\n", "Norod78/gpt-j-hebrew-tokenizer Norod78/TinyStories-3M-val-Hebrew\n", "sambanovasystems/SambaLingo-Arabic-Base sambanovasystems/SambaLingo-Arabic-Chat\n", "HuggingFaceH4/zephyr-7b-gemma-v0.1 anakin87/gemma-2b-orpo\n", "parler-tts/parler-tts-mini-v1 google/flan-t5-xxl\n", "Qwen/Qwen2.5-Omni-7B Qwen/QwQ-32B\n", "KB/bert-base-swedish-cased KBLab/sentence-bert-swedish-cased\n", "allenai/OLMo-2-1124-7B-Instruct-preview allenai/Molmo-7B-O-0924\n", "philschmid/pt-test GermanT5/t5-base-german-3e\n", "joelniklaus/distilbert-based-german-cased-ler deepset/gbert-large\n", "aiola/whisper-medusa-v1 PraveenJesu/openai-whisper-small-peft-audio-183-v1.1\n", "internlm/Agent-FLAN-7b meta-llama/Llama-2-7b-chat-hf\n", "meetkai/functionary-medium-v3.1 meta-llama/Llama-3.1-8B-Instruct\n", "HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5 Qwen/QwQ-32B\n", "openbmb/MiniCPM-2B-sft-bf16 openbmb/MiniCPM-2B-sft-fp32\n", "deepseek-ai/deepseek-coder-33b-base deepseek-ai/deepseek-coder-33b-instruct\n", "webbigdata/C3TR-Adapter google/gemma-7b\n", "jinaai/jina-embedding-s-en-v1 google/flan-t5-xxl\n", "deepseek-ai/deepseek-coder-6.7b-instruct deepseek-ai/deepseek-coder-33b-instruct\n", "TigerResearch/tigerbot-70b-base-v2 Community-LM/to-be-investigated\n", "tomaarsen/span-marker-mbert-base-multinerd suno/bark\n", "sambanovasystems/SambaLingo-Russian-Base sambanovasystems/SambaLingo-Russian-Chat\n", "HuggingFaceM4/idefics-80b-instruct meta-llama/Llama-2-7b-chat-hf\n", "klue/roberta-large jhgan/ko-sroberta-multitask\n", "flax-community/Sinhala-gpt2 keshan/sinhala-gpt2-newswire\n", "sdadas/mmlw-roberta-base sdadas/st-polish-paraphrase-from-mpnet\n", "bigscience/mt0-xxl csebuetnlp/mT5_multilingual_XLSum\n", "Qwen/QwQ-32B-Preview Qwen/QwQ-32B\n", "bmd1905/vietnamese-correction-v2 BAAI/bge-m3\n", "sentence-transformers/paraphrase-multilingual-mpnet-base-v2 BAAI/bge-m3\n", "UBC-NLP/ARBERTv2 gagan3012/arblip\n", "dslim/bert-base-NER ctrlbuzz/bert-addresses\n", "BAAI/bge-reranker-v2-minicpm-layerwise openbmb/MiniCPM-2B-sft-fp32\n", "google/paligemma2-3b-mix-448 google/paligemma2-3b-pt-224\n", "migtissera/Tess-M-Creative-v1.0 01-ai/Yi-34B\n", "google/paligemma-3b-pt-896 vidore/colpali\n", "mistralai/Mistral-7B-Instruct-v0.3 Marcus-Arcadius/L3-base-v2-e3.0-8bpw-exl2\n", "google-bert/bert-base-german-dbmdz-uncased dbmdz/bert-base-german-uncased\n", "Gherman/bert-base-NER-Russian suno/bark\n", "CyberPeace-Institute/SecureBERT-NER ehsanaghaei/SecureBERT\n", "deepset/gelectra-base-germanquad deepset/gbert-large\n", "Norod78/llama-hebrew-tokenizer-20k meta-llama/Llama-2-7b-chat-hf\n", "Geotrend/distilbert-base-en-fr-cased has-abi/distilBERT-finetuned-resumes-sections\n", "shibing624/text2vec-base-multilingual vocabtrimmer/xlm-roberta-base-xnli-de\n", "dslim/bert-large-NER dslim/bert-base-NER\n", "AlexKay/xlm-roberta-large-qa-multilingual-finedtuned-ru BAAI/bge-m3\n", "tokyotech-llm/Swallow-7b-NVE-instruct-hf meta-llama/Llama-2-7b-chat-hf\n", "01-ai/Yi-Coder-9B-Chat 01-ai/Yi-34B\n", "IlyaGusev/rut5_base_sum_gazeta cointegrated/rut5-base-multitask\n", "UrukHan/t5-russian-spell ai-forever/ruT5-large\n", "sdadas/stella-pl-retrieval Qwen/QwQ-32B\n", "ibm-research/merlinite-7b mistralai/Mixtral-8x7B-Instruct-v0.1\n", "impira/layoutlm-document-qa ShengdingHu/rte\n", "ahmedrachid/FinancialBERT-Sentiment-Analysis yiyanghkust/finbert-tone\n", "obi/deid_bert_i2b2 dslim/bert-base-NER\n", "mykor/gpt2-ko Bingsu/llama-190m-arch\n", "meta-llama/Llama-3.2-11B-Vision meta-llama/Meta-Llama-3-8B\n", "KBLab/kb-whisper-large kotoba-tech/kotoba-whisper-v2.0\n", "abhinand/gemma-2b-it-tamil-v0.1-alpha google/gemma-7b\n", "openai/whisper-large openai/whisper-large-v2\n", "tokyotech-llm/Swallow-MX-8x7b-NVE-v0.1 mistralai/Mixtral-8x7B-Instruct-v0.1\n", "castorini/bert-base-uncased-persian-cc theyorubayesian/bert-base-uncased-persian-cc\n", "liuhaotian/llava-v1.6-34b 01-ai/Yi-34B\n", "HuggingFaceM4/Florence-2-DocVQA impira/layoutlm-document-qa\n", "Intel/llava-gemma-2b google/gemma-7b\n", "dslim/distilbert-NER dslim/bert-base-NER\n", "01-ai/Yi-1.5-34B-Chat 01-ai/Yi-34B\n", "google/siglip2-so400m-patch16-naflex google/gemma-7b\n", "google/owlv2-base-patch16-ensemble google/owlvit-base-patch32\n", "seara/rubert-tiny2-russian-sentiment cointegrated/rubert-tiny2\n", "distilbert/distilbert-base-german-cased deepset/gbert-large\n", "KoichiYasuoka/deberta-base-chinese-ud-goeswith KoichiYasuoka/roberta-base-chinese-ud-goeswith\n", "google/flan-t5-xxl Mattia2700/SmolLM-135M_AllDataSources_0.0002_constant_512_flattening\n", "sentence-transformers/all-mpnet-base-v2 somosnlp-hackathon-2023/setfit-alpaca-es-unprocessable-sample-detection\n", "mychen76/invoice-and-receipts_donut_v1 naver-clova-ix/donut-base-finetuned-docvqa\n", "sdadas/mt5-base-translator-en-pl csebuetnlp/mT5_multilingual_XLSum\n", "HuggingFaceH4/starchat-beta bigcode/starcoder\n", "setu4993/LaBSE sentence-transformers/LaBSE\n", "fblgit/una-xaberius-34b-v1beta 01-ai/Yi-34B\n", "Hemanth-thunder/aimo-phi-3-mini LisaSchunke/phi-3-finetuned-test\n", "jinaai/jina-embeddings-v3 tmnam20/xlm-roberta-base-vnrte-10\n", "eunyounglee/mbart_finetuned_dialect_translation_4 Bingsu/ko_BBPE_tokenizer_roberta\n", "shibing624/chinese-alpaca-plus-7b-hf hfl/chinese-alpaca-lora-7b\n", "google-bert/bert-base-uncased sentence-transformers/all-MiniLM-L6-v2\n", "michiyasunaga/BioLinkBERT-base microsoft/BiomedCLIP-PubMedBERT_256-vit_base_patch16_224\n", "lakshyakh93/deberta_finetuned_pii KoalaAI/Text-Moderation\n", "dominguesm/mambarim-110m nicholasKluge/TeenyTinyLlama-460m\n", "silk-road/luotuo-bert google-bert/bert-base-chinese\n", "JanSt/albert-base-v2_mbti-classification uw-madison/nystromformer-2048\n", "nicholasKluge/Aira-2-1B1 meta-llama/Llama-2-7b-chat-hf\n", "Geotrend/bert-base-pl-cased Geotrend/distilbert-base-pl-cased\n", "jpacifico/Chocolatine-2-14B-Instruct-v2.0 microsoft/phi-4\n", "tiiuae/falcon-180B-chat tiiuae/falcon-40b\n", "allenai/olmOCR-7B-0225-preview Qwen/QwQ-32B\n", "Phind/Phind-CodeLlama-34B-v2 meta-llama/Llama-2-7b-chat-hf\n", "hf-audio/wav2vec2-bert-CV16-en Ar4ikov/wav2vec2_bert_fusion_iemocap_2\n", "codellama/CodeLlama-70b-Instruct-hf codellama/CodeLlama-70b-hf\n", "OpenGVLab/InternVL-Chat-V1-5 fblgit/UNA-ThePitbull-21.4-v1\n", "dbmdz/bert-base-italian-xxl-cased DeepMount00/Italian_NER_XXL\n", "openbmb/MiniCPM3-RAG-LoRA openbmb/MiniCPM3-4B\n", "Babelscape/wikineural-multilingual-ner suno/bark\n", "castorini/bert-base-uncased-telugu-cc theyorubayesian/bert-base-uncased-telugu-cc\n", "elastic/distilbert-base-cased-finetuned-conll03-english dslim/bert-base-NER\n", "Geotrend/bert-base-it-cased Geotrend/distilbert-base-it-cased\n", "KoichiYasuoka/gpt2-base-japanese-upos ClassCat/gpt2-base-japanese-v2\n", "alvanlii/whisper-small-cantonese openai/whisper-large-v3\n", "internlm/internlm2-20b OpenGVLab/InternVL-Chat-V1-5\n", "LiYuan/amazon-review-sentiment-analysis nlptown/bert-base-multilingual-uncased-sentiment\n", "hon9kon9ize/bert-large-cantonese google-bert/bert-base-chinese\n", "joeddav/xlm-roberta-large-xnli FacebookAI/xlm-roberta-base\n", "weblab-GENIAC/team_nakamura_submit JINIAC/tokenizer_v0_92_ja42k_en13k_hi7k\n", "Systran/faster-whisper-large-v3 openai/whisper-large-v3\n", "castorini/bert-base-uncased-korean-cc theyorubayesian/bert-base-uncased-korean-cc\n", "openbmb/MiniCPM-V openbmb/MiniCPM-V-2\n", "csebuetnlp/mT5_multilingual_XLSum Mattia2700/Llama-3.2-1B-Instruct_ClinicalWhole_5e-05_cosine_512\n", "parler-tts/parler-tts-large-v1 google/flan-t5-xxl\n", "Aniemore/wav2vec2-xlsr-53-russian-emotion-recognition jonatasgrosman/wav2vec2-large-xlsr-53-russian\n", "ise-uiuc/Magicoder-S-DS-6.7B Nexusflow/NexusRaven-V2-13B\n", "google/electra-base-discriminator sentence-transformers/all-MiniLM-L6-v2\n", "iiiorg/piiranha-v1-detect-personal-information MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7\n", "microsoft/phi-1_5 microsoft/phi-2\n", "internlm/internlm-xcomposer2d5-7b OpenGVLab/InternVL-Chat-V1-5\n", "KoichiYasuoka/roberta-base-latin-ud-goeswith ClassCat/roberta-base-latin-v2\n", "BAAI/bge-reranker-v2-m3 BAAI/bge-m3\n", "microsoft/Orca-2-13b meta-llama/Llama-2-7b-chat-hf\n", "dbmdz/bert-base-french-europeana-cased has-abi/bert-finetuned-resumes-sections\n", "tarteel-ai/whisper-base-ar-quran openai/whisper-large-v3\n", "jinhybr/OCR-Donut-CORD naver-clova-ix/donut-base-finetuned-docvqa\n", "distil-whisper/distil-medium.en microsoft/phi-2\n", "pritamdeka/BioBERT-mnli-snli-scinli-scitail-mednli-stsb dslim/bert-base-NER\n", "microsoft/Phi-3-mini-4k-instruct meta-llama/Llama-2-7b-chat-hf\n", "Omartificial-Intelligence-Space/Arabic-Triplet-Matryoshka-V2 ZeyadAhmed/AraElectra-Arabic-SQuADv2-QA\n", "deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct deepseek-ai/DeepSeek-V2.5\n", "IDEA-CCNL/Randeng-T5-784M IDEA-CCNL/Randeng-T5-784M-MultiTask-Chinese\n", "KoichiYasuoka/roberta-large-japanese-aozora KoichiYasuoka/deberta-large-japanese-aozora\n", "chavinlo/gpt4-x-alpaca meta-llama/Llama-2-7b-chat-hf\n", "meta-llama/Llama-2-7b-chat-hf nm-testing/Meta-Llama-3-8B-Instruct-fp8-hf_compat\n", "tscholak/cxmefzzi google/flan-t5-xxl\n", "WizardLMTeam/WizardCoder-15B-V1.0 bigcode/starcoder\n", "kotoba-tech/kotoba-whisper-v2.0 sanchit-gandhi/large-v3-32-2-conditioned-plus-ami-bpe-dropout\n", "cointegrated/SONAR_200_text_encoder facebook/nllb-200-distilled-600M\n", "Lajavaness/sentence-camembert-large dangvantuan/sentence-camembert-large\n", "Lajavaness/sentence-camembert-base Jean-Baptiste/camembert-ner\n", "Davlan/distilbert-base-multilingual-cased-ner-hrl suno/bark\n", "melll-uff/sbert_ptbr neuralmind/bert-base-portuguese-cased\n", "nvidia/AMPLIFY_350M nvidia/AMPLIFY_120M\n", "GanymedeNil/text2vec-large-chinese google-bert/bert-base-chinese\n", "imone/gemma-7b-with-it-tokens google/gemma-7b\n", "Babelscape/mrebel-large BAAI/bge-m3\n", "yam-peleg/Hebrew-Gemma-11B google/gemma-2-2b-jpn-it\n", "winstxnhdw/nllb-200-distilled-1.3B-ct2-int8 facebook/nllb-200-distilled-600M\n", "google/gemma-2-2b-it google/gemma-7b\n", "ZinengTang/tulip-tokenizer google/gemma-7b\n", "meta-llama/Llama-3.1-8B-Instruct meta-llama/Meta-Llama-3-8B\n", "castorini/afriberta-dpr-pft-msmarco-ft-latin-mrtydi theyorubayesian/afriberta-dpr-ptf-msmarco-ft-latin-mrtydi\n", "FacebookAI/xlm-mlm-xnli15-1024 FacebookAI/xlm-mlm-tlm-xnli15-1024\n", "stas/tiny-random-llama-2 meta-llama/Llama-2-7b-chat-hf\n", "abacusai/Smaug-34B-v0.1 01-ai/Yi-34B\n", "distilbert/distilbert-base-uncased-distilled-squad sentence-transformers/all-MiniLM-L6-v2\n", "allenai/specter2_base allenai/scibert_scivocab_uncased\n", "internlm/internlm-xcomposer2-vl-7b OpenGVLab/InternVL-Chat-V1-5\n", "laion/larger_clap_general impira/layoutlm-document-qa\n", "nicholasKluge/Aira-2-portuguese-124M amiguel/mistral-angolan-laborlaw-ptt5\n", "bullerwins/Codestral-22B-v0.1-hf mistralai/Codestral-22B-v0.1\n", "keyfan/grok-1-hf yujiepan/grok-1-tiny-random\n", "openchat/openchat_3.5 mistralai/Mixtral-8x7B-Instruct-v0.1\n", "numind/NuNER-multilingual-v0.1 suno/bark\n", "moka-ai/m3e-base google-bert/bert-base-chinese\n", "ai-forever/FRED-T5-large-spell RussianNLP/FRED-T5-Summarizer\n", "openai/whisper-small openai/whisper-large-v2\n", "hfl/chinese-mixtral-instruct mistralai/Mixtral-8x7B-Instruct-v0.1\n", "Vikhrmodels/it-5.2-fp16-cp Vikhrmodels/Vikhr-7B-instruct_0.4\n", "stabilityai/StableBeluga2 meta-llama/Llama-2-7b-chat-hf\n", "sbintuitions/sarashina-embedding-v1-1b sbintuitions/modernbert-ja-130m\n", "castorini/bert-base-uncased-russian-cc theyorubayesian/bert-base-uncased-russian-cc\n", "ayameRushia/bert-base-indonesian-1.5G-sentiment-analysis-smsa cahya/bert-base-indonesian-522M\n", "utter-project/EuroLLM-9B utter-project/EuroLLM-9B-Instruct\n", "seedboxai/KafkaLM-13B-German-V0.1 doubledsbv/kafkalm-leo_llama2_13b_v0.5_8k\n", "Helsinki-NLP/opus-mt-de-fr michaelfeil/ct2fast-opus-mt-fr-de\n", "m3hrdadfi/roberta-zwnj-wnli-mean-tokens HooshvareLab/gpt2-fa\n", "rodrigo-pedro/gemma-2b-function-calling AdithyaSK/Gemma-Code-Instruct-Finetune-v0.1\n", "google/pix2struct-base google/deplot\n", "r1char9/rubert-base-cased-russian-sentiment DeepPavlov/rubert-base-cased\n", "beomi/EXAONE-3.5-2.4B-Instruct-Llamafied LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct\n", "Helsinki-NLP/opus-tatoeba-fi-en Helsinki-NLP/opus-mt-fi-en\n", "HuggingFaceM4/tiny-random-LlamaForCausalLM meta-llama/Llama-2-7b-chat-hf\n", "melll-uff/bertweetbr pysentimiento/bertweet-pt-sentiment\n", "Neurora/opus-tatoeba-heb-eng tiedeman/opus-mt-en-he\n", "FreedomIntelligence/HuatuoGPT-13b-delta IDEA-CCNL/Ziya-LLaMA-13B-Pretrain-v1\n", "ParasiticRogue/Merged-RP-Stew-V2-34B 01-ai/Yi-34B\n", "sentence-transformers/distiluse-base-multilingual-cased-v2 suno/bark\n", "cardiffnlp/twitter-roberta-base-sentiment-latest facebook/bart-large-mnli\n", "Locutusque/TinyMistral-248M Locutusque/TinyMistral-248M-Instruct\n", "m3hrdadfi/distilbert-zwnj-wnli-mean-tokens HooshvareLab/bert-fa-zwnj-base\n", "nicholasKluge/RewardModel dslim/bert-base-NER\n", "google-bert/bert-base-multilingual-uncased nlptown/bert-base-multilingual-uncased-sentiment\n", "Rocketknight1/codeparrot-ds huggingface-course/codeparrot-ds\n", "tuner007/pegasus_paraphrase google/pegasus-xsum\n", "t-bank-ai/ruDialoGPT-medium ai-forever/rugpt3large_based_on_gpt2\n", "dbmdz/electra-large-discriminator-finetuned-conll03-english sentence-transformers/all-MiniLM-L6-v2\n", "THUDM/GLM-4-32B-0414 THUDM/GLM-4.1V-9B-Thinking\n", "internlm/internlm2_5-20b OpenGVLab/InternVL-Chat-V1-5\n", "bigscience/T0pp google/flan-t5-xxl\n", "dangvantuan/sentence-camembert-base Jean-Baptiste/camembert-ner\n", "deutsche-telekom/bert-multi-english-german-squad2 suno/bark\n", "dbmdz/bert-large-cased-finetuned-conll03-english dslim/bert-base-NER\n", "microsoft/codebert-base facebook/bart-large-mnli\n", "vranglani/gpt2-reuters-tokenizer 100daggers/gpt2-reuters-tokenizer\n", "facebook/dpr-question_encoder-single-nq-base sentence-transformers/all-MiniLM-L6-v2\n", "TriadParty/deepsex-34b 01-ai/Yi-34B\n", "liuhaotian/llava-v1.5-7b meta-llama/Llama-2-7b-chat-hf\n", "google-t5/t5-base XiaoZhang98/T5_bug_comment\n", "Helsinki-NLP/opus-mt-gl-pt tiagoblima/t2t-gun-ptbr\n", "dominguesm/whisper-tiny-pt openai/whisper-large-v3\n", "KoichiYasuoka/deberta-base-ainu KoichiYasuoka/deberta-large-japanese-aozora\n", "meta-llama/CodeLlama-70b-Instruct-hf codellama/CodeLlama-70b-hf\n", "internlm/internlm-xcomposer-7b Lin-Chen/ShareCaptioner\n", "Geotrend/bert-base-pt-cased Geotrend/distilbert-base-pt-cased\n", "google/gemma-3-27b-it Kfjjdjdjdhdhd/gemma-student-tokenizer\n", "hon9kon9ize/CantoneseLLMChat-v0.5 hon9kon9ize/CantoneseLLMChat-v1.0-7B\n", "facebook/bart-large-cnn microsoft/Florence-2-large\n", "oxyapi/oxy-1-small Qwen/QwQ-32B\n", "openbmb/MiniCPM-Embedding openbmb/MiniCPM-2B-sft-fp32\n", "facebook/opt-125m facebook/bart-large-mnli\n", "WhiteRabbitNeo/WhiteRabbitNeo-2.5-Qwen-2.5-Coder-7B Qwen/QwQ-32B\n", "Geotrend/bert-base-en-fr-zh-cased Geotrend/distilbert-base-en-fr-zh-cased\n", "Salesforce/codegen2-16B_P microsoft/phi-2\n", "KoichiYasuoka/bert-base-slavic-cyrillic-upos ai-forever/ruBert-base\n", "SicariusSicariiStuff/Phi-lthy4 unsloth/phi-4\n", "studio-ousia/mluke-base BAAI/bge-m3\n", "google/mt5-small csebuetnlp/mT5_multilingual_XLSum\n", "microsoft/deberta-v3-base Aktsvigun/roberta_cola\n", "mistralai/Mixtral-8x7B-v0.1 mistralai/Mixtral-8x7B-Instruct-v0.1\n", "KoichiYasuoka/bert-base-russian-upos DeepPavlov/rubert-base-cased\n", "DeepPavlov/rubert-base-cased-conversational s-nlp/russian_toxicity_classifier\n", "Geotrend/bert-base-en-zh-cased Geotrend/distilbert-base-en-zh-cased\n", "NbAiLabArchive/scream_duo_dropout_bpe_dropout openai/whisper-large-v2\n", "classla/xlm-roberta-base-multilingual-text-genre-classifier BAAI/bge-m3\n", "ShinDC/codeparrot_dongchan Sunoh/codeparrot\n", "vinai/bartpho-syllable BAAI/bge-m3\n", "AI4Chem/ChemLLM-7B-Chat OpenGVLab/InternVL-Chat-V1-5\n", "aaditya/Llama3-OpenBioLLM-8B aaditya/Llama3-OpenBioLLM-70B\n", "facebook/mbart-large-50-many-to-many-mmt BAAI/bge-m3\n", "KoalaAI/Text-Moderation liaad/LVI_albertina-100m-portuguese-ptpt-encoder\n", "google-t5/t5-small google-t5/t5-base\n", "DeepPavlov/rudialogpt3_medium_based_on_gpt2_v2 ai-forever/rugpt3medium_based_on_gpt2\n", "defog/sqlcoder-70b-alpha codellama/CodeLlama-70b-hf\n", "microsoft/NatureLM-8x7B-Inst mistralai/Mixtral-8x7B-Instruct-v0.1\n", "sshleifer/distilbart-cnn-12-6 facebook/bart-large-mnli\n", "beomi/KoAlpaca-llama-1-7b meta-llama/Llama-2-7b-chat-hf\n", "KoichiYasuoka/deberta-small-coptic KoichiYasuoka/deberta-large-japanese-aozora\n", "upstage/SOLAR-10.7B-Instruct-v1.0 mistralai/Mixtral-8x7B-Instruct-v0.1\n", "tiiuae/falcon-rw-1b microsoft/phi-2\n", "trl-internal-testing/tiny-random-LlamaForCausalLM meta-llama/Llama-2-7b-chat-hf\n", "kppkkp/OneChart KoboldAI/OPT-13B-Erebus\n", "tokyotech-llm/Swallow-MS-7b-instruct-v0.1 tokyotech-llm/Swallow-MS-7b-v0.1\n", "clibrain/lince-zero h2oai/h2ogpt-gm-oasst1-en-2048-falcon-7b-v3\n", "saattrupdan/nbailab-base-ner-scandi suno/bark\n", "distilbert/distilbert-base-cased-distilled-squad dslim/bert-base-NER\n", "vinai/phobert-base-v2 bkai-foundation-models/vietnamese-bi-encoder\n", "MR-Eder/gemma-2b-it-wiki-de-test-v2-vllm Fizzarolli/sappha-2b-v3\n", "Helsinki-NLP/opus-mt-es-it Xenova/opus-mt-es-it\n", "shibing624/text2vec-base-chinese google-bert/bert-base-chinese\n", "Geotrend/bert-base-uk-cased Geotrend/distilbert-base-uk-cased\n", "google-bert/bert-base-chinese wcyat/roberta-suicide-detection-hk\n", "CISCai/jina-embeddings-v3-separation-distilled nomic-ai/nomic-embed-text-v2-moe\n", "pszemraj/led-large-book-summary impira/layoutlm-document-qa\n", "unsloth/Pixtral-12B-2409-unsloth-bnb-4bit mgoin/Pixtral-Large-Instruct-2411\n", "Helsinki-NLP/opus-mt-sv-fi Helsinki-NLP/opus-mt-fi-sv\n", "Luciano/bertimbau-base-lener_br neuralmind/bert-base-portuguese-cased\n", "mlburnham/Political_DEBATE_large_v1.0 aapoliakova/bsf_cls\n", "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 BAAI/bge-m3\n", "Bingsu/ko_BBPE_tokenizer_roberta2 Bingsu/llama-190m-arch\n", "hfl/chinese-roberta-wwm-ext google-bert/bert-base-chinese\n", "ConvexAI/Luminex-34B-v0.1 01-ai/Yi-34B\n", "KoichiYasuoka/bert-base-german-upos deepset/gbert-large\n", "castorini/bert-base-uncased-finnish-cc theyorubayesian/bert-base-uncased-finnish-cc\n", "benjamin/roberta-large-wechsel-tamil AswiN037/sentence-t-roberta-large-wechsel-tamil\n", "FremyCompany/BioLORD-2023 sentence-transformers/all-mpnet-base-v2\n", "IlyaGusev/mbart_ru_sum_gazeta BAAI/bge-m3\n", "deepdml/whisper-medium-mix-pt openai/whisper-large-v2\n", "adept/persimmon-8b-chat adept/fuyu-8b\n", "CausalLM/14B TheBloke/CausalLM-14B-GPTQ\n", "allenai/scibert_scivocab_uncased josh-oo/aspect-based-embeddings-v2\n", "medicalai/ClinicalBERT suno/bark\n", "notdiamond/notdiamond-0001 suno/bark\n", "ds4sd/SmolDocling-256M-preview hghghgkskdmskdms/my_v24_gpt2like_hidden_12layers_kv12_specialtokens_min1_max10b_tokens_sdpa\n", "microsoft/phi-2 mgoin/llama2-125m-95\n", "svalabs/cross-electra-ms-marco-german-uncased deutsche-telekom/electra-base-de-squad2\n", "Salesforce/xLAM-8x22b-r mistralai/Mistral-7B-Instruct-v0.3\n", "defog/sqlcoder-7b-2 Nexusflow/NexusRaven-V2-13B\n", "google/paligemma2-3b-pt-224 pepijn223/phrivi-finetuned\n", "obi/deid_roberta_i2b2 impira/layoutlm-document-qa\n", "DDDSSS/translation_en-zh gaudi/opus-mt-en-zh-ctranslate2\n", "Alibaba-NLP/gte-Qwen2-7B-instruct Qwen/QwQ-32B\n", "stabilityai/stablecode-instruct-alpha-3b defog/sqlcoder\n", "LLM360/K2 meta-llama/Llama-2-7b-chat-hf\n", "FacebookAI/xlm-roberta-base Norm/ERNIE-Layout-Pytorch\n", "jhgan/ko-sroberta-multitask daekeun-ml/ko-trocr-base-nsmc-news-chatbot\n", "nomic-ai/nomic-embed-text-v1 sentence-transformers/all-MiniLM-L6-v2\n", "PORTULAN/albertina-900m-portuguese-ptbr-encoder-brwac ShengdingHu/sst2\n", "pythainlp/thainer-corpus-v2-base-model kkatiz/thai-trocr-thaigov-v2\n", "BAAI/bge-multilingual-gemma2 google/gemma-7b\n", "suno/bark saattrupdan/employment-contract-ner-da\n", "KoichiYasuoka/phobert-base-vietnamese-ud-goeswith bkai-foundation-models/vietnamese-bi-encoder\n", "distilbert/distilbert-base-uncased sentence-transformers/all-MiniLM-L6-v2\n", "nomic-ai/gpt4all-j microsoft/phi-2\n", "fireballoon/baichuan-vicuna-chinese-7b hiyouga/Baichuan-7B-sft\n", "jb2k/bert-base-multilingual-cased-language-detection suno/bark\n", "indigo-ai/BERTino clip-italian/clip-italian\n", "d4data/biomedical-ner-all sentence-transformers/all-MiniLM-L6-v2\n", "nickprock/speecht5_finetuned_voxpopuli_it_example microsoft/speecht5_tts\n", "mrm8488/mobilebert-finetuned-pos sentence-transformers/all-MiniLM-L6-v2\n", "01-ai/Yi-34B m-a-p/MIO-7B-Instruct\n", "uitnlp/visobert 5CD-AI/visobert-14gb-corpus\n", "zer0int/CLIP-GmP-ViT-L-14 openai/clip-vit-large-patch14\n", "facebook/nougat-small Norm/nougat-latex-base\n", "opensearch-project/opensearch-neural-sparse-encoding-multilingual-v1 nlptown/bert-base-multilingual-uncased-sentiment\n", "google/bigbird-roberta-base ShengdingHu/sst2\n", "microsoft/mdeberta-v3-base MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7\n", "patrickjohncyh/fashion-clip openai/clip-vit-base-patch32\n", "HuggingFaceM4/idefics2-8b mistralai/Mixtral-8x7B-Instruct-v0.1\n", "cross-encoder/nli-deberta-base KoalaAI/Text-Moderation\n", "EleutherAI/llemma_7b Nexusflow/NexusRaven-V2-13B\n", "microsoft/DialoGPT-large openai-community/gpt2\n", "deepset/xlm-roberta-large-squad2 FacebookAI/xlm-roberta-base\n", "HuggingFaceTB/SmolLM2-1.7B-Instruct ds4sd/SmolDocling-256M-preview\n", "AITeamVN/Vietnamese_Embedding BAAI/bge-m3\n", "Musixmatch/umberto-commoncrawl-cased-v1 MilaNLProc/feel-it-italian-sentiment\n", "gogamza/codeparrot ncoop57/cm_codeparrot\n", "WizardLMTeam/WizardCoder-Python-34B-V1.0 meta-llama/Llama-2-7b-chat-hf\n", "alexyalunin/RuBioRoBERTa ai-forever/rugpt2large\n", "emrecan/bert-base-turkish-cased-mean-nli-stsb-tr dbmdz/bert-base-turkish-cased\n", "Geotrend/bert-base-en-nl-cased Geotrend/distilbert-base-en-nl-cased\n", "pkshatech/GLuCoSE-base-ja Mizuiro-sakura/luke-japanese-large-sentiment-analysis-wrime\n", "castorini/bert-base-uncased-japanese-cc theyorubayesian/bert-base-uncased-japanese-cc\n", "castorini/bert-base-uncased-bengali-cc theyorubayesian/bert-base-uncased-bengali-cc\n", "Xenova/nllb-200-distilled-600M facebook/nllb-200-distilled-600M\n", "shibing624/mengzi-t5-base-chinese-correction Langboat/mengzi-t5-base\n", "BAAI/bge-reranker-v2-gemma google/gemma-7b\n", "internlm/internlm2-1_8b OpenGVLab/InternVL-Chat-V1-5\n", "philschmid/code-llama-7b-text-to-sql jinhybr/code-llama-7b-text-to-sql\n", "dmis-lab/biobert-v1.1 dslim/bert-base-NER\n", "nvidia/Llama3-ChatQA-1.5-70B shenzhi-wang/Llama3-8B-Chinese-Chat\n", "OpenGVLab/InternVL2_5-78B NovaSky-AI/Sky-T1-32B-Preview\n", "weblab-GENIAC/team_kumagai_submit geniacllm/dMoE_8B_finetune_all_v6_epoch2_v0.1\n", "IlyaGusev/saiga_mistral_7b_lora mistralai/Mixtral-8x7B-Instruct-v0.1\n", "microsoft/layoutlmv3-base-chinese BAAI/bge-m3\n", "WhiteRabbitNeo/WhiteRabbitNeo-13B-v1 Nexusflow/NexusRaven-V2-13B\n", "vaiv/GeM2-Llamion-14B-Base OrionStarAI/Orion-14B-Base\n", "facebook/musicgen-large google/flan-t5-xxl\n", "ProsusAI/finbert sentence-transformers/all-MiniLM-L6-v2\n", "sentence-transformers/paraphrase-xlm-r-multilingual-v1 FacebookAI/xlm-roberta-base\n", "quincyqiang/tesla2 xiaoqin/ernie-1.0-base-zh\n", "mrm8488/distilbert-base-multi-cased-finetuned-typo-detection suno/bark\n", "uer/gpt2-chinese-cluecorpussmall google-bert/bert-base-chinese\n", "intfloat/e5-large-v2 sentence-transformers/all-MiniLM-L6-v2\n", "ai4bharat/indic-parler-tts freds0/parler-tts-mini-v1.1-ptbr\n", "meta-llama/Llama-3.2-11B-Vision-Instruct meta-llama/Meta-Llama-3-8B\n", "openbmb/MiniCPM-Llama3-V-2_5-int4 openbmb/MiniCPM-Llama3-V-2_5\n", "Falconsai/intent_classification sentence-transformers/all-MiniLM-L6-v2\n", "swap-uniba/LLaMAntino-3-ANITA-8B-Inst-DPO-ITA shenzhi-wang/Llama3-8B-Chinese-Chat\n", "Salesforce/codet5p-110m-embedding Salesforce/codet5-large\n", "intfloat/e5-mistral-7b-instruct mistralai/Mixtral-8x7B-Instruct-v0.1\n", "HuggingFaceM4/tiny-random-idefics meta-llama/Llama-2-7b-chat-hf\n", "clue/xlnet_chinese_large hfl/chinese-xlnet-base\n", "NovaSky-AI/Sky-T1-32B-Preview ReadyArt/Omega-Darker_The-Final-Directive-14B_EXL3_5.0bpw_H8\n", "m-a-p/OpenCodeInterpreter-DS-33B ise-uiuc/Magicoder-S-DS-6.7B\n", "meta-llama/Llama-3.2-90B-Vision-Instruct meta-llama/Meta-Llama-3-8B\n", "shenzhi-wang/Llama3-8B-Chinese-Chat bigstorm/Qwama-0.5B-Instruct-8.0bpw-8hb-exl2\n", "cognitivecomputations/dolphin-2.9-llama3-8b dphn/dolphin-2.9-llama3-8b\n", "BSC-LT/sciroshot impira/layoutlm-document-qa\n", "felflare/bert-restore-punctuation sentence-transformers/all-MiniLM-L6-v2\n", "CofeAI/FLM-2-52B-Instruct-2407 CofeAI/Tele-FLM-1T\n", "EleutherAI/gpt-j-6b microsoft/phi-2\n", "sergeyzh/rubert-tiny-turbo Aniemore/rubert-tiny2-russian-emotion-detection\n", "Geotrend/bert-base-en-ur-cased Geotrend/distilbert-base-en-ur-cased\n", "manu/colpali-3b-mix-448-docmatix vidore/colpali\n", "Open-Orca/Mistral-7B-OpenOrca mistralai/Mixtral-8x7B-Instruct-v0.1\n", "dbmdz/bert-base-turkish-uncased savasy/bert-base-turkish-sentiment-cased\n", "gogamza/kobart-summarization gogamza/kobart-base-v2\n", "pere/norwegian-roberta-base-highlr-512 NbAiLabArchive/test_NCC_OSCAR_16w_noada\n", "Norm/ERNIE-Layout-Pytorch BAAI/bge-m3\n", "KoichiYasuoka/deberta-base-thai-ud-head KoichiYasuoka/deberta-large-japanese-aozora\n", "rp-yu/Dimple-7B NovaSky-AI/Sky-T1-32B-Preview\n", "liuhaotian/llava-v1.5-13b meta-llama/Llama-2-7b-chat-hf\n", "h2oai/h2o-danube3-4b-chat mistralai/Mixtral-8x7B-Instruct-v0.1\n", "cl-nagoya/ruri-v3-310m sbintuitions/modernbert-ja-130m\n", "nvidia/Hymba-1.5B-Instruct meta-llama/Llama-2-7b-chat-hf\n", "openai-community/gpt2-medium openai-community/gpt2\n", "meetkai/functionary-small-v3.2 meta-llama/Llama-3.1-8B-Instruct\n", "chieunq/vietnamese-sentence-paraphase VietAI/vit5-base\n", "vinai/PhoWhisper-large openai/whisper-large-v2\n", "allenai/OLMo-2-1124-13B-Instruct-preview allenai/Molmo-7B-O-0924\n", "Trendyol/Trendyol-LLM-7b-chat-v0.1 Edwinhr716/Trendyol-LLM-7b-chat-v0.1-duplicate\n", "RefalMachine/ruadapt_llama3_bpe_extended_part1-2_vo_1e4_no_wd_bs256 dichspace/merged_ruadapt_Meta-Llama-3-8B\n", "mdarhri00/named-entity-recognition suno/bark\n", "facebook/bart-large-mnli microsoft/Florence-2-large\n", "google/codegemma-7b-it rayonlabs/Qwen2_5-7B-Instruct-anli-07ecac81-6932-4433-9bc5-abc39e4a6125\n", "emilyalsentzer/Bio_ClinicalBERT dslim/bert-base-NER\n", "tomaarsen/span-marker-xlm-roberta-base-multinerd BAAI/bge-m3\n", "pszemraj/claude-tokenizer-mlm pszemraj/jamba-900M-v0.13-KIx2\n", "ICTNLP/Llama-3.1-8B-Omni meta-llama/Llama-Guard-3-8B\n", "MediaTek-Research/Breeze-7B-Instruct-v1_0 MediaTek-Research/Breeze-7B-Instruct-v0_1\n", "facebook/musicgen-small google/flan-t5-xxl\n", "EleutherAI/gpt-neo-125m ybelkada/test-ppo-tag\n", "sbintuitions/modernbert-ja-310m sbintuitions/modernbert-ja-130m\n", "tabularisai/multilingual-sentiment-analysis suno/bark\n", "AbdulSami/bert-base-cased-cefr dslim/bert-base-NER\n", "w11wo/indonesian-roberta-base-posp-tagger w11wo/indonesian-roberta-base-sentiment-classifier\n", "failspy/Codestral-22B-v0.1-abliterated-v3 mistralai/Codestral-22B-v0.1\n", "Aniemore/wavlm-emotion-russian-resd Ar4ikov/wavlm-bert-base-fusion-k-2-s-resd-1\n", "KoichiYasuoka/roberta-base-thai-spm-upos KoichiYasuoka/deberta-large-japanese-aozora\n", "facebook/mbart-large-cc25 FacebookAI/xlm-roberta-base\n", "openai/whisper-tiny openai/whisper-large-v2\n", "MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7 SiddharthaM/mdeberta-targin-final\n", "meta-llama/CodeLlama-70b-hf codellama/CodeLlama-70b-hf\n", "Geotrend/bert-base-en-fr-cased has-abi/distilBERT-finetuned-resumes-sections\n", "LGAI-EXAONE/EXAONE-3.5-2.4B-Instruct LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct\n", "dkleczek/Polish-Hate-Speech-Detection-Herbert-Large allegro/herbert-base-cased\n", "tokyotech-llm/Swallow-70b-NVE-instruct-hf meta-llama/Llama-2-7b-chat-hf\n", "pucpr/biobertpt-all suno/bark\n", "Rakuten/RakutenAI-2.0-mini Rakuten/RakutenAI-7B-chat\n", "deepgrove/Bonsai appvoid/super-salad-8\n", "MiniMaxAI/MiniMax-Text-01 MiniMaxAI/MiniMax-M1-80k\n", "01-ai/Yi-6B 01-ai/Yi-34B\n", "openai/whisper-tiny.en microsoft/phi-2\n", "abacusai/Smaug-Llama-3-70B-Instruct bosonai/Higgs-Llama-3-70B\n", "KoichiYasuoka/roberta-small-coptic KoichiYasuoka/deberta-large-japanese-aozora\n", "migtissera/Trinity-2-Codestral-22B-v0.2 mistralai/Codestral-22B-v0.1\n", "speakleash/Bielik-11B-v2.2-Instruct mistralai/Mixtral-8x7B-Instruct-v0.1\n", "deepseek-ai/DeepSeek-R1-Distill-Qwen-32B RWKV-Red-Team/ARWKV-R1-7B\n", "pritamdeka/S-PubMedBert-MS-MARCO microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext\n", "deutsche-telekom/gbert-large-paraphrase-cosine deepset/gbert-large\n", "allenai/longformer-base-4096 microsoft/Florence-2-large\n", "snunlp/KR-BERT-char16424 ddobokki/ko-trocr\n", "LeoLM/leo-hessianai-13b-chat LeoLM/leo-hessianai-7b-chat\n", "OsakanaTeishoku/llm-jp-3-13b-instruct2-chat-GSM8K_augumented-tanuki8_8B-GRPO JINIAC-competition/llm-jp-3-13b-instruct2-chat-GSM8K-GammaCorpus-CoT\n", "pszemraj/pegasus-x-large-book-summary human-centered-summarization/financial-summarization-pegasus\n", "THUDM/chatglm3-6b THUDM/chatglm2-6b\n", "ImranzamanML/arabert_finetuned_model tareknaous/bert2bert-empathetic-response-msa\n", "KoichiYasuoka/deberta-large-japanese-wikipedia KoichiYasuoka/deberta-large-japanese-aozora\n", "MohamedRashad/arabic-small-nougat Norm/nougat-latex-base\n", "Helsinki-NLP/opus-mt-fi-en gaudi/opus-mt-fi-en-ctranslate2\n", "oshizo/sbert-jsnli-luke-japanese-base-lite Mizuiro-sakura/luke-japanese-large-sentiment-analysis-wrime\n", "haoranxu/X-ALMA fats-fme/b3cebe8e-bcdd-4067-ba0d-01ef1aaf8cee\n", "Geotrend/bert-base-ru-cased Geotrend/distilbert-base-ru-cased\n", "bosonai/Higgs-Llama-3-70B casperhansen/llama-3-70b-instruct-awq\n", "codellama/CodeLlama-34b-Instruct-hf meta-llama/Llama-2-7b-chat-hf\n", "wissamantoun/araelectra-base-artydiqa ZeyadAhmed/AraElectra-Arabic-SQuADv2-QA\n", "israel/LLAMA-Walia-II EthioNLP/Amharic-LLAMA-all-data\n", "nothingiisreal/MN-12B-Celeste-V1.9 inflatebot/MN-12B-Mag-Mell-R1\n", "pucpr-br/postagger-bio-english dslim/bert-base-NER\n", "mxmax/Chinese_Chat_T5_Base ClueAI/ChatYuan-large-v2\n", "OpenGVLab/InternVL-14B-224px hfl/chinese-alpaca-lora-7b\n", "MILVLG/imp-v1-3b MILVLG/Imp-v1.5-3B-Phi2\n", "KB/bert-base-swedish-cased-ner KBLab/sentence-bert-swedish-cased\n", "IlyaGusev/saiga_7b_lora meta-llama/Llama-2-7b-chat-hf\n", "Crystalcareai/GemMoE-Beta-1 google/gemma-7b\n", "LGAI-EXAONE/EXAONE-3.5-7.8B-Instruct LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct\n", "Maltehb/roberta-base-scandinavian DDSC/roberta-base-danish\n", "hotchpotch/japanese-reranker-tiny-v2 sbintuitions/modernbert-ja-130m\n", "mgoin/nemotron-3-8b-chat-4k-sft-hf thhaus/nemotron3-8b\n", "Snowflake/snowflake-arctic-base meta-llama/Llama-2-7b-chat-hf\n", "versae/fw-classifier-no-new ScandLM/fw-classifier-no-70b\n", "NousResearch/Hermes-2-Pro-Mistral-7B mistralai/Mixtral-8x7B-Instruct-v0.1\n", "FacebookAI/xlm-roberta-large BAAI/bge-m3\n", "h2oai/h2o-danube2-1.8b-base mistralai/Mixtral-8x7B-Instruct-v0.1\n", "bespokelabs/Bespoke-MiniCheck-7B OpenGVLab/InternVL-Chat-V1-5\n", "internlm/internlm2-20b-reward OpenGVLab/InternVL-Chat-V1-5\n", "ai-forever/sage-mt5-large csebuetnlp/mT5_multilingual_XLSum\n", "codellama/CodeLlama-7b-hf Nexusflow/NexusRaven-V2-13B\n", "EdBerg/my-new-shiny-tokenizer wittenberg/my-new-shiny-tokenizer\n", "migtissera/Tess-M-v1.3 01-ai/Yi-34B\n", "studio-ousia/luke-base facebook/bart-large-mnli\n", "abacusai/Smaug-72B-v0.1 cgus/CausalLM-14B-exl2\n", "riotu-lab/mushkil UBC-NLP/AraT5v2-base-1024\n", "google-bert/bert-base-multilingual-cased suno/bark\n", "Twitter/twhin-bert-base Twitter/twhin-bert-large\n", "KoichiYasuoka/roberta-base-coptic KoichiYasuoka/deberta-large-japanese-aozora\n", "google/paligemma2-28b-pt-896 google/paligemma2-3b-pt-224\n", "openai-community/gpt2-large openai-community/gpt2\n", "patrickvonplaten/opt_gpt2_tokenizer facebook/bart-large-mnli\n", "nvidia/Llama3-ChatQA-1.5-8B shenzhi-wang/Llama3-8B-Chinese-Chat\n", "openbmb/MiniCPM-o-2_6 Qwen/QwQ-32B\n", "timpal0l/bert-large-nordic-pile-1M-steps AI-Sweden-Models/bert-large-nordic-pile-1M-steps\n", "vladjr/ptt5-base-portuguese-vocab-finetuned-americanas-pt unicamp-dl/translation-pt-en-t5\n", "aari1995/German_Semantic_STS_V2 deepset/gbert-large\n", "meta-llama/Prompt-Guard-86M LLMDH/French-TV-Headline-Classification\n", "DeepPavlov/distilrubert-base-cased-conversational s-nlp/russian_toxicity_classifier\n", "NousResearch/Nous-Hermes-13b meta-llama/Llama-2-7b-chat-hf\n", "Geotrend/bert-base-nl-cased Geotrend/distilbert-base-nl-cased\n", "sentence-transformers/allenai-specter allenai/specter\n", "mrm8488/camembert2camembert_shared-finetuned-french-summarization minsik-oh/dummy-model\n", "numind/NuNER-v2.0 impira/layoutlm-document-qa\n", "Xenova/gemma-tokenizer google/gemma-2-2b-jpn-it\n", "databricks/dbrx-base databricks/dbrx-instruct\n", "jpacifico/French-Alpaca-Llama3-8B-Instruct-v1.0 bosonai/Higgs-Llama-3-70B\n", "jy46604790/Fake-News-Bert-Detect facebook/bart-large-mnli\n", "beomi/KoAlpaca-Polyglot-5.8B EleutherAI/polyglot-ko-12.8b\n", "vicgalle/gpt2-open-instruct-v1 microsoft/phi-2\n", "ahxt/LiteLlama-460M-1T amiguel/names_scope_finetuned\n", "manu/tok_custom_refitted mistralai/Mixtral-8x7B-Instruct-v0.1\n", "facebook/mbart-large-en-ro FacebookAI/xlm-roberta-base\n", "dangvantuan/CrossEncoder-camembert-large dangvantuan/sentence-camembert-large\n", "sbintuitions/modernbert-ja-130m ShitoRyo/sfted_Qwen2.5-3B-Instruct\n", "Pretrain-FBK-NLP/ModernBERT-large_AllDataSourcesClinical_0.0002_constant_512_paper Mattia2700/ModernBERT-large_AllDataSources_0.0002_cosine_512_flattening\n", "lxyuan/distilbert-base-multilingual-cased-sentiments-student suno/bark\n", "ibm-research/labradorite-13b meta-llama/Llama-2-7b-chat-hf\n", "KoichiYasuoka/karasu-1.1B-upos meta-llama/Llama-2-7b-chat-hf\n", "Salesforce/codegen-16B-mono microsoft/phi-2\n", "KoichiYasuoka/modernbert-base-turkish-ud-embeds savasy/bert-base-turkish-sentiment-cased\n", "kkuramitsu/kawagoe kogi-jwu/kogicode-fine-tuned-350M\n", "agemagician/mlong-t5-tglobal-large Joemgu/mlong-t5-large-sumstew\n", "mixedbread-ai/mxbai-embed-large-v1 sentence-transformers/all-MiniLM-L6-v2\n", "RefalMachine/llm_test_unigram_rsg RefalMachine/llm_test_unigram\n", "oliverguhr/fullstop-punctuation-multilang-large BAAI/bge-m3\n", "dbmdz/bert-base-italian-xxl-uncased clip-italian/clip-italian\n", "internlm/OREAL-32B Qwen/QwQ-32B\n", "google/gemma-2-27b google/gemma-7b\n", "sismetanin/rubert-ru-sentiment-rusentiment DeepPavlov/rubert-base-cased\n", "keepitreal/vietnamese-sbert bkai-foundation-models/vietnamese-bi-encoder\n", "jinaai/jina-clip-v1 jinaai/jina-embeddings-v2-base-en\n", "inu-ai/dolly-japanese-gpt-1b rinna/japanese-gpt-1b\n", "cambridgeltl/SapBERT-UMLS-2020AB-all-lang-from-XLMR BAAI/bge-m3\n", "forestai/fireact_llama_2_7b meta-llama/Llama-2-7b-chat-hf\n", "hatmimoha/arabic-ner asafaya/bert-base-arabic\n", "google/gemma-2-9b google/gemma-7b\n", "togethercomputer/m2-bert-80M-32k-retrieval dslim/bert-base-NER\n", "AskUI/PTA-1 impira/layoutlm-document-qa\n", "Skywork/Skywork-R1V2-38B NovaSky-AI/Sky-T1-32B-Preview\n", "defog/sqlcoder-34b-alpha waldie/sqlcoder-34b-alpha-4bpw-h6-exl2\n", "apple/DiffuCoder-7B-cpGRPO NovaSky-AI/Sky-T1-32B-Preview\n", "IDEA-CCNL/Ziya-LLaMA-13B-v1.1 IDEA-CCNL/Ziya-LLaMA-13B-v1\n", "cointegrated/rubert-base-cased-nli-threeway DeepPavlov/rubert-base-cased\n", "bigscience/tokenizer bigscience/bloom\n", "MaryamMaksour/arabic-english-tokenizer_2048 shyamsn97/Mario-GPT2-700-context-length\n", "Alibaba-NLP/gte-Qwen2-1.5B-instruct Qwen/QwQ-32B\n", "rosimeirecosta/roberta-base-cased-pt-ccorpus verissimomanoel/RobertaTwitterBR\n", "biu-nlp/lingmess-coref impira/layoutlm-document-qa\n", "castorini/bert-base-uncased-indonesian-cc theyorubayesian/bert-base-uncased-indonesian-cc\n", "Sakalti/churatag-normal weblab-GENIAC/team_kawagoshi_submit\n", "jonatasgrosman/whisper-large-zh-cv11 openai/whisper-large-v3\n", "SamLowe/roberta-base-go_emotions impira/layoutlm-document-qa\n", "thenlper/gte-large sentence-transformers/all-MiniLM-L6-v2\n", "kontur-ai/sbert_punc_case_ru ai-forever/ruBert-base\n", "Linq-AI-Research/Linq-Embed-Mistral mistralai/Mixtral-8x7B-Instruct-v0.1\n", "castorini/bert-base-uncased-hindi-cc theyorubayesian/bert-base-uncased-hindi-cc\n", "Xenova/blenderbot-400M-distill Adapting/dialogue_agent_nlplab2022\n", "deepset/roberta-base-squad2 facebook/bart-large-mnli\n", "papluca/xlm-roberta-base-language-detection BAAI/bge-m3\n", "google/paligemma2-3b-pt-448 google/paligemma2-3b-pt-224\n", "CalamitousFelicitousness/Yi-1.5-34B-Chat-16K-tokfix 01-ai/Yi-34B\n", "aaditya/Llama3-OpenBioLLM-70B ResplendentAI/Aura_Uncensored_l3_8B\n", "BSC-LT/salamandra-7b-instruct BSC-LT/ALIA-40b\n", "MediaTek-Research/Breeze-ASR-25 openai/whisper-large-v2\n", "BSC-LT/Flor-6.3B-Instruct projecte-aina/aguila-7b\n", "unicamp-dl/translation-pt-en-t5 VanessaSchenkel/padrao-mbart-finetuned-news_commentary\n", "sbintuitions/sarashina2-8x70b sbintuitions/modernbert-ja-130m\n", "JosephusCheung/Qwen-LLaMAfied-7B-Chat CausalLM/14B\n", "facebook/nougat-base vikp/texify\n", "madhurjindal/autonlp-Gibberish-Detector-492513457 sentence-transformers/all-MiniLM-L6-v2\n", "Geotrend/bert-base-fr-cased Geotrend/distilbert-base-fr-cased\n", "tomaarsen/mpnet-base-nli-matryoshka sentence-transformers/all-mpnet-base-v2\n", "sambanovasystems/SambaLingo-Thai-Base sambanovasystems/SambaLingo-Thai-Chat\n", "DeepPavlov/xlm-roberta-large-en-ru Akajackson/donut_rus\n", "IDEA-CCNL/Randeng-T5-Char-57M-Chinese IDEA-CCNL/Erlangshen-DeBERTa-v2-710M-Chinese\n", "deepseek-ai/deepseek-llm-67b-base deepseek-ai/deepseek-llm-67b-chat\n", "knowledgator/gliner-multitask-v1.0 PORTULAN/albertina-900m-portuguese-ptbr-encoder-brwac\n", "castorini/bert-base-uncased-swahili-cc theyorubayesian/bert-base-uncased-swahili-cc\n", "ibm-granite/granite-guardian-3.2-5b ibm-granite/granite-3.0-8b-instruct\n", "lmsys/vicuna-13b-delta-v0 meta-llama/Llama-2-7b-chat-hf\n", "mrm8488/squeezebert-finetuned-squadv1 seduerr/paiintent\n", "mrm8488/bert2bert-spanish-question-generation Recognai/bert-base-spanish-wwm-cased-xnli\n", "PleIAs/Pleias-RAG-350M PleIAs/Pleias-RAG-1B\n", "primeline/whisper-large-v3-german openai/whisper-large-v3\n", "Geotrend/bert-base-en-uk-cased Geotrend/distilbert-base-en-uk-cased\n", "mrm8488/ViT2GPT-2-es mrm8488/spanish-gpt2\n", "Mizuiro-sakura/luke-japanese-large-sentiment-analysis-wrime oshizo/japanese-clip-qwen2_vl-exp-0126\n", "Qwen/QwQ-32B regd/outputs\n", "google/mt5-base google/mt5-small\n", "kaist-ai/langbridge_encoder_tokenizer csebuetnlp/mT5_multilingual_XLSum\n", "nickprock/distilbert-base-uncased-banking77-classification sentence-transformers/all-MiniLM-L6-v2\n", "Bingsu/ko_BBPE_tokenizer_bert Bingsu/ko_BBPE_tokenizer_roberta\n", "nicholasKluge/Aira-2-774M ahxt/LiteLlama-460M-1T\n", "KoichiYasuoka/gpt2-small-japanese-ud-causal KantaHayashiAI/mamba-char-japanese-790m\n", "Salesforce/SFR-Embedding-Mistral mistralai/Mixtral-8x7B-Instruct-v0.1\n", "manu/sentence_mdebertav3_v0 MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7\n", "BAAI/BGE-VL-base openai/clip-vit-large-patch14\n", "Chat2DB/Chat2DB-SQL-7B Nexusflow/NexusRaven-V2-13B\n", "sakuraumi/Sakura-13B-Galgame baichuan-inc/Baichuan2-13B-Chat\n", "meta-llama/CodeLlama-7b-hf Nexusflow/NexusRaven-V2-13B\n", "cerebras/Llama3-DocChat-1.0-8B gradientai/Llama-3-8B-Instruct-Gradient-1048k\n", "martin-ha/toxic-comment-model sentence-transformers/all-MiniLM-L6-v2\n", "castorini/bert-base-uncased-arabic-cc theyorubayesian/bert-base-uncased-arabic-cc\n", "Atnafu/amharic_xlmr_large EthioNLP/waliatokenizer\n", "ytu-ce-cosmos/turkish-colbert savasy/bert-base-turkish-sentiment-cased\n" ] } ], "source": [ "for m in already_evaluated:\n", " if m not in dedup_models and m in black_list:\n", " print(m, black_list[m])" ] }, { "cell_type": "code", "execution_count": 32, "id": "d2c2bdfc", "metadata": {}, "outputs": [], "source": [ "model_to_eval_list.sort()\n", "with open('data/models_to_eval_8_fix.txt', 'w') as f:\n", " for m in model_to_eval_list:\n", " f.write(m + '\\n')" ] }, { "cell_type": "markdown", "id": "b254a83a", "metadata": {}, "source": [ "# most famouns" ] }, { "cell_type": "code", "execution_count": 39, "id": "4cb73e74", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching 158 files: 100%|██████████| 158/158 [00:00<00:00, 2316.26it/s]\n", "Fetching 6148 files: 100%|██████████| 6148/6148 [00:02<00:00, 2496.38it/s]\n", "Building tokenizer hash cache: 100%|██████████| 6147/6147 [00:00<00:00, 12105.05it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "load_all_model_results already_processed_files: 6147\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Loading results files: 100%|██████████| 6147/6147 [00:00<00:00, 3253708.57it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processing 6147 new models using memory-efficient chunked processing...\n", "Processing 6147 models in chunks of 500 for memory efficiency...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models chunk: 0%| | 0/13 [00:00 False ar lang_overall \n", "83314 False ar lang_overall \n", "84980 tokenizers/genes False ar lang_overall \n", "84994 tokenizers/label_expressions False ar lang_overall \n", "85008 tokenizers/perturbations False ar lang_overall \n", "... ... ... ... ... \n", "6523 False zh lang_overall \n", "6509 False zh lang_overall \n", "6747 False zh lang_overall \n", "6761 False zh lang_overall \n", "6705 False zh lang_overall \n", "\n", " evaluation_type likes created_at ... \\\n", "83286 standard 0 2025-02-06T21:37:53+00:00 ... \n", "83314 standard 0 2025-02-04T22:30:08+00:00 ... \n", "84980 standard 3 2025-06-24T12:07:01+00:00 ... \n", "84994 standard 3 2025-06-24T12:07:01+00:00 ... \n", "85008 standard 3 2025-06-24T12:07:01+00:00 ... \n", "... ... ... ... ... \n", "6523 standard 2 2023-02-06T02:32:33+00:00 ... \n", "6509 standard 0 2023-02-06T00:13:23+00:00 ... \n", "6747 standard 1 2023-02-06T02:38:36+00:00 ... \n", "6761 standard 0 2023-02-06T02:38:43+00:00 ... \n", "6705 standard 2 2023-02-06T02:38:11+00:00 ... \n", "\n", " tokenizer_algorithm tokenizer_implementation \\\n", "83286 WordPiece Tokenizers \n", "83314 WordPiece Tokenizers \n", "84980 WordLevel Tokenizers \n", "84994 WordLevel Tokenizers \n", "85008 WordLevel Tokenizers \n", "... ... ... \n", "6523 BPE Tokenizers \n", "6509 BPE Tokenizers \n", "6747 BPE Tokenizers \n", "6761 BPE Tokenizers \n", "6705 BPE Tokenizers \n", "\n", " tokenizer_config_hash benchmark_file_hash \\\n", "83286 883688adb240eed5c8495dbdf61c2ae4 \n", "83314 c98ad18b55c66874e06d79c95cae1723 \n", "84980 6a7c5029119598b1c2eb292774a2075a \n", "84994 a5ace22a6c59e6dfd302c7c47fd8ef1a \n", "85008 e7b97b6b4f6c07d4cb33048391f2cf30 \n", "... ... ... \n", "6523 64021433293bcfc831cc6ba74413849c \n", "6509 0f47fd04739a8130f37b676eb1eb8b47 \n", "6747 4fc1625e3b94893af753b10d319db10c \n", "6761 907d28caaf2a793c93837281f04d8050 \n", "6705 16d3a9d3ae5fbb2ce8fa5e1fe9ac4b2e \n", "\n", " evaluation_date reference \\\n", "83286 2025-07-13T18:29:49.652202+00:00 False \n", "83314 2025-07-13T18:29:53.558559+00:00 False \n", "84980 2025-07-13T19:06:51.387896+00:00 False \n", "84994 2025-07-13T19:06:45.615266+00:00 False \n", "85008 2025-07-13T19:06:41.655206+00:00 False \n", "... ... ... \n", "6523 2025-07-12T21:39:40.245341+00:00 False \n", "6509 2025-07-12T21:33:26.013509+00:00 False \n", "6747 2025-07-12T21:31:46.811203+00:00 False \n", "6761 2025-07-12T21:35:37.684432+00:00 False \n", "6705 2025-07-12T21:34:17.404360+00:00 False \n", "\n", " sha downloads_all_time \\\n", "83286 184078a32f25520176028e7b49b6f88b2cd8cd4b 48225 \n", "83314 81741325d492898cd5de95e1447a9716d6c6839e 36714 \n", "84980 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 \n", "84994 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 \n", "85008 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 \n", "... ... ... \n", "6523 d278d82978ea362ebd714a4b0a59645de27ee670 486 \n", "6509 0c2ac41b54d9b3d76c6444ee63a994667d80c33d 360 \n", "6747 746226deeb725f618dfb42aebc42d0105af94639 464 \n", "6761 12541909cafbde87de5da57f837644b2eaa2eaf9 432 \n", "6705 caba9447a1eba772e623b5c5850345b8d2e05372 483 \n", "\n", " parity_en parity_parity_en \n", "83286 0.0 0.009 \n", "83314 0.0 0.009 \n", "84980 0.0 0.037 \n", "84994 0.0 0.037 \n", "85008 0.0 0.037 \n", "... ... ... \n", "6523 0.0 5.012 \n", "6509 0.0 5.014 \n", "6747 0.0 5.015 \n", "6761 0.0 5.014 \n", "6705 0.0 5.015 \n", "\n", "[86058 rows x 38 columns], 'multilingual_overall': model_key \\\n", "6070 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "6071 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "6072 ibm-research_biomed.rna.bert.110m.mlm.multitas... \n", "5951 syssec-utd_py38-pylingual-v1-segmenter_main \n", "6129 syssec-utd_py312-pylingual-v1-segmenter_main \n", "... ... \n", "3625 facebook_mms-tts-mon_main \n", "2309 dominguesm_tiny-random-canarim_main \n", "5946 stas_tiny-random-llama-2_main \n", "5368 utrobinmv_tts_ru_free_hf_vits_low_multispeaker... \n", "3479 xinliu_w2v-bert-2.0-mongolian-colab-CV16.0_main \n", "\n", " model revision \\\n", "6070 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "6071 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "6072 ibm-research/biomed.rna.bert.110m.mlm.multitas... main \n", "5951 syssec-utd/py38-pylingual-v1-segmenter main \n", "6129 syssec-utd/py312-pylingual-v1-segmenter main \n", "... ... ... \n", "3625 facebook/mms-tts-mon main \n", "2309 dominguesm/tiny-random-canarim main \n", "5946 stas/tiny-random-llama-2 main \n", "5368 utrobinmv/tts_ru_free_hf_vits_low_multispeaker main \n", "3479 xinliu/w2v-bert-2.0-mongolian-colab-CV16.0 main \n", "\n", " subfolder _target_mode lang domain \\\n", "6070 tokenizers/genes False all multilingual_overall \n", "6071 tokenizers/label_expressions False all multilingual_overall \n", "6072 tokenizers/perturbations False all multilingual_overall \n", "5951 False all multilingual_overall \n", "6129 False all multilingual_overall \n", "... ... ... ... ... \n", "3625 False all multilingual_overall \n", "2309 False all multilingual_overall \n", "5946 False all multilingual_overall \n", "5368 False all multilingual_overall \n", "3479 False all multilingual_overall \n", "\n", " evaluation_type likes created_at ... \\\n", "6070 standard 3 2025-06-24T12:07:01+00:00 ... \n", "6071 standard 3 2025-06-24T12:07:01+00:00 ... \n", "6072 standard 3 2025-06-24T12:07:01+00:00 ... \n", "5951 standard 0 2025-02-04T22:30:08+00:00 ... \n", "6129 standard 0 2025-02-07T18:46:04+00:00 ... \n", "... ... ... ... ... \n", "3625 standard 6 2023-09-01T17:04:32+00:00 ... \n", "2309 standard 1 2023-11-17T10:23:18+00:00 ... \n", "5946 standard 41 2023-11-14T19:53:20+00:00 ... \n", "5368 standard 18 2024-04-28T09:01:05+00:00 ... \n", "3479 standard 0 2024-05-23T04:25:47+00:00 ... \n", "\n", " tokenizer_algorithm tokenizer_implementation \\\n", "6070 WordLevel Tokenizers \n", "6071 WordLevel Tokenizers \n", "6072 WordLevel Tokenizers \n", "5951 WordPiece Tokenizers \n", "6129 WordPiece Tokenizers \n", "... ... ... \n", "3625 CharLevel Transformers \n", "2309 BPE Tokenizers \n", "5946 BPE SentencePiece \n", "5368 CharLevel Transformers \n", "3479 CharLevel Transformers \n", "\n", " tokenizer_config_hash benchmark_file_hash \\\n", "6070 6a7c5029119598b1c2eb292774a2075a \n", "6071 a5ace22a6c59e6dfd302c7c47fd8ef1a \n", "6072 e7b97b6b4f6c07d4cb33048391f2cf30 \n", "5951 c98ad18b55c66874e06d79c95cae1723 \n", "6129 e59bcd19af1910b9c45fbc7bf23798e5 \n", "... ... ... \n", "3625 5bc66de8dd0f4b51e07d6ea423ce5ceb \n", "2309 2a7237118af5c40fddfb8bb531c7f97b \n", "5946 db3b4925fa45a29438fcef049797f035 \n", "5368 8a6605519de1434785da8b2687a60e00 \n", "3479 808678ebf42dd5bb245e85a319d346ba \n", "\n", " evaluation_date reference \\\n", "6070 2025-07-13T19:07:16.360563+00:00 False \n", "6071 2025-07-13T19:07:10.171465+00:00 False \n", "6072 2025-07-13T19:07:06.545716+00:00 False \n", "5951 2025-07-13T18:30:20.496760+00:00 False \n", "6129 2025-07-13T18:30:38.269703+00:00 False \n", "... ... ... \n", "3625 2025-07-13T04:58:14.204289+00:00 False \n", "2309 2025-07-13T02:08:21.262015+00:00 False \n", "5946 2025-07-13T18:38:37.041747+00:00 False \n", "5368 2025-07-13T04:36:06.824215+00:00 False \n", "3479 2025-07-13T06:32:06.703617+00:00 False \n", "\n", " sha downloads_all_time parity_en \\\n", "6070 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.0 \n", "6071 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.0 \n", "6072 13a42f0e1e2f1611d01e88876cbd096bc9eafd90 0 0.0 \n", "5951 81741325d492898cd5de95e1447a9716d6c6839e 36714 0.0 \n", "6129 70caa2ed79f20e14835f28cdf874d552fb2ba767 142605 0.0 \n", "... ... ... ... \n", "3625 4079cfbea1b6c96b53316bfd20aa93f8a50dfc9d 2763 0.0 \n", "2309 0eda889c867c8ad1d825c63d6ea0ef8829d711b8 1643 0.0 \n", "5946 3579d71fd57e04f5a364d824d3a2ec3e913dbb67 23632 0.0 \n", "5368 98ed83ea277f2f88a15f1f1cf0a9380ce1715269 44935 0.0 \n", "3479 eaf3fb2a87f7223133351bb12e6aa8efc126ecfb 168 0.0 \n", "\n", " parity_parity_en \n", "6070 0.037 \n", "6071 0.037 \n", "6072 0.037 \n", "5951 0.00925 \n", "6129 0.0375 \n", "... ... \n", "3625 4.261166666666667 \n", "2309 4.8925833333333335 \n", "5946 1.8859166666666667 \n", "5368 8.15425 \n", "3479 18.978 \n", "\n", "[6147 rows x 38 columns]}\n" ] } ], "source": [ "import importlib\n", "import tokenizer_evaluate\n", "importlib.reload(tokenizer_evaluate)\n", "from tokenizer_evaluate import get_overall_summary, download_repos_once\n", "\n", "benchmark_dir, results_dir, benchmark_file_hashes, vocab_hash_cache = download_repos_once()\n", "\n", "overall_summary = get_overall_summary(benchmark_dir, results_dir)\n", "print(overall_summary)" ] }, { "cell_type": "code", "execution_count": 40, "id": "170e28d0", "metadata": {}, "outputs": [], "source": [ "already_evaluated = set()\n", "\n", "with open('data/models_to_eval.txt', 'r') as f:\n", " for line in f:\n", " model = line.strip()\n", " already_evaluated.add(model)\n", "\n", "with open('data/models_to_eval_2.txt', 'r') as f:\n", " for line in f:\n", " model = line.strip()\n", " already_evaluated.add(model)\n", "\n", "with open('data/models_to_eval_3.txt', 'r') as f:\n", " for line in f:\n", " model = line.strip()\n", " already_evaluated.add(model)\n", "\n", "with open('data/models_to_eval_4.json', 'r') as f:\n", " data = json.load(f)\n", " for model in data:\n", " already_evaluated.add(model[0])\n", "\n", "with open('data/models_to_eval_5.txt', 'r') as f:\n", " for line in f:\n", " model = line.strip()\n", " already_evaluated.add(model)\n", "\n", "for model in overall_summary['multilingual_overall']['model']:\n", " already_evaluated.add(model)" ] }, { "cell_type": "code", "execution_count": 41, "id": "22c731e2", "metadata": {}, "outputs": [], "source": [ "max_size = 2000\n", "already_poached = set()\n", "\n", "valid_tokenizer_files = set(['tokenizer.json', 'tokenizer_config.json', 'vocab.txt', 'vocab.json', 'merges.txt', 'sentencepiece.bpe.model', 'spiece.model'])\n", "\n", "blacklisted_terms = {'gguf', 'onnx', 'awq', 'gptq', '4bit', '4-bit', '8bit', '8-bit', 'mms', 'byt5', 'wav2vec'}\n", "blacklisted_authors = {'timm', 'TheBloke', 'John6666', 'mlx-community', 'LoneStriker', 'huggingtweets', 'RichardErkhov', 'PrunaAI', 'sail-rvc', 'bigband', 'onnx-community', 'unsloth'}\n" ] }, { "cell_type": "code", "execution_count": null, "id": "1c4edf90", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing models by trending score: 4605it [00:03, 1354.67it/s]\n", "Processing models by like: 4898it [00:02, 1867.21it/s]\n", "Processing models by like: 6974it [00:04, 1481.90it/s]\n" ] } ], "source": [ "\n", "open('data/models_to_search_4.jsonl', 'w').close()\n", "\n", "size = 0\n", "models_iterator = api.list_models(expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags', 'trendingScore'], sort='trendingScore', direction=-1)\n", "with open('data/models_to_search_4.jsonl', 'a') as f:\n", " for model in tqdm(models_iterator, desc='Processing models by trending score'):\n", " model = model_to_dict(model)\n", " if model['id'] in already_evaluated:\n", " continue\n", " if model['id'] in already_poached:\n", " continue\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " if model['id'].split('/')[0] in blacklisted_authors:\n", " continue\n", "\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " for file in valid_tokenizer_files:\n", " if file in sibling['rfilename'].lower():\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " break\n", " \n", " if not has_valid_tokenizer:\n", " continue\n", "\n", " if size >= max_size:\n", " break\n", " f.write(json.dumps(model, ensure_ascii=False) + '\\n')\n", " already_poached.add(model['id'])\n", " size += 1\n", "\n", "size = 0\n", "models_iterator = api.list_models(expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags'], sort='downloads', direction=-1)\n", "with open('data/models_to_search_4.jsonl', 'a') as f:\n", " for model in tqdm(models_iterator, desc='Processing models by like'):\n", " model = model_to_dict(model)\n", " if model['id'] in already_evaluated:\n", " continue\n", " if model['id'] in already_poached:\n", " continue\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " if model['id'].split('/')[0] in blacklisted_authors:\n", " continue\n", "\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " for file in valid_tokenizer_files:\n", " if file in sibling['rfilename'].lower():\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " break\n", " \n", " if not has_valid_tokenizer:\n", " continue\n", "\n", " if size >= max_size:\n", " break\n", " f.write(json.dumps(model, ensure_ascii=False) + '\\n')\n", " already_poached.add(model['id'])\n", " size += 1\n", "\n", "size = 0\n", "models_iterator = api.list_models(expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags'], sort='likes', direction=-1)\n", "with open('data/models_to_search_4.jsonl', 'a') as f:\n", " for model in tqdm(models_iterator, desc='Processing models by like'):\n", " model = model_to_dict(model)\n", " if model['id'] in already_evaluated:\n", " continue\n", " if model['id'] in already_poached:\n", " continue\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " if model['id'].split('/')[0] in blacklisted_authors:\n", " continue\n", "\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " for file in valid_tokenizer_files:\n", " if file in sibling['rfilename'].lower():\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " break\n", " \n", " if not has_valid_tokenizer:\n", " continue\n", "\n", " if size >= max_size:\n", " break\n", " f.write(json.dumps(model, ensure_ascii=False) + '\\n')\n", " already_poached.add(model['id'])\n", " size += 1" ] }, { "cell_type": "code", "execution_count": 77, "id": "652bfd50", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "('x', 1) == ('x', 1)" ] }, { "cell_type": "code", "execution_count": null, "id": "c9a1ff84", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "default_files = {'tokenizer.json', 'vocab.txt', 'vocab.json', 'merges.txt', 'sentencepiece.bpe.model', 'spiece.model', 'tokenizer.model', 'vocab'}\n", "def check_file(filename):\n", " if filename in default_files:\n", " return True\n", " if filename.endswith('.spm') or filename.endswith('.spiece') or filename.endswith('.bpe') or filename.startswith('vocab.') or filename.endswith('.vocab') or filename.endswith('.model'):\n", " return True\n", " return False\n", "\n", "tuples = []\n", "\n", "with open('data/models_to_search_4.jsonl', 'r') as f:\n", " for line in f:\n", " model_tuples = []\n", " model = json.loads(line)\n", " if model['id'] in ['Xenova/transformers.js']:\n", " continue\n", " for sibling in model['siblings']:\n", " if check_file(os.path.basename(sibling['rfilename'])):\n", " subfolder = os.path.dirname(sibling['rfilename'])\n", " if subfolder is not None and ('checkpoint' in subfolder.lower() or 'step' in subfolder.lower() or 'guard' in subfolder.lower()):\n", " continue\n", " if subfolder == '' or subfolder == '.':\n", " subfolder = None\n", " model_tuples.append((model['id'], 'main', subfolder, False))\n", " #deduplicate\n", " model_tuples = list(set(model_tuples))\n", " tuples.extend(model_tuples)" ] }, { "cell_type": "code", "execution_count": null, "id": "c51b64bb", "metadata": {}, "outputs": [], "source": [ "with open('data/models_to_eval_4.json', 'w') as f:\n", " json.dump(tuples, f)" ] }, { "cell_type": "code", "execution_count": 69, "id": "124994f7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 75it [00:00, 258.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 53 models for filter tokenizer\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 557it [00:00, 1243.25it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 400 models for search tokenizer\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 75it [00:00, 230.39it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter tokenizer sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:01, 777.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 320 models for search tokenizer sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 22it [00:00, 75.21it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 8 models for filter bpe\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 564it [00:02, 271.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 400 models for search bpe\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 22it [00:00, 77.58it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter bpe sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:01, 979.68it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 309 models for search bpe sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 29it [00:00, 98.35it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 19 models for filter sentencepiece\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 46it [00:00, 152.35it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 28 models for search sentencepiece\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 29it [00:00, 95.72it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter sentencepiece sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 46it [00:00, 151.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for search sentencepiece sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 4it [00:00, 14.21it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter unigram\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 167it [00:00, 477.50it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 104 models for search unigram\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 4it [00:00, 13.36it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter unigram sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 167it [00:00, 332.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for search unigram sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 8it [00:00, 27.12it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 7 models for filter tiktoken\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 5it [00:00, 17.22it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 4 models for search tiktoken\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 8it [00:00, 27.79it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter tiktoken sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 5it [00:00, 17.29it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for search tiktoken sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 2it [00:00, 6.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter wordpiece\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 89it [00:00, 289.59it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 55 models for search wordpiece\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 2it [00:00, 6.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter wordpiece sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 89it [00:00, 286.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for search wordpiece sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1it [00:00, 3.30it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter token\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:00, 1019.91it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 219 models for search token\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1it [00:00, 3.54it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter token sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:01, 575.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 76 models for search token sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 0it [00:00, ?it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter vocab\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:00, 1246.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 145 models for search vocab\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 0it [00:00, ?it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter vocab sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:00, 1064.58it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for search vocab sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 13it [00:00, 45.49it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 11 models for filter tok\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:01, 593.25it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 13 models for search tok\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 13it [00:00, 42.32it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 0 models for filter tok sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Processing models by like: 1000it [00:04, 214.32it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 44 models for search tok sorted by likes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "\n", "max_size = 400\n", "terms = ['tokenizer', 'bpe', 'sentencepiece', 'unigram', 'tiktoken', 'wordpiece', 'token', 'vocab', 'tok']\n", "already_poached = set()\n", "blacklisted_authors.add('vocabtrimmer')\n", "\n", "with open('data/models_to_search_6.jsonl', 'w') as f:\n", " for term in terms:\n", " size = 0\n", " count = 0\n", " models_iterator = api.list_models(filter=term, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags', 'trendingScore'])\n", " for model in tqdm(models_iterator, desc='Processing models by like'):\n", " count += 1\n", " if count > 1000:\n", " break\n", " model = model_to_dict(model)\n", " if model['id'] in already_evaluated:\n", " continue\n", " if model['id'] in already_poached:\n", " continue\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " if model['id'].split('/')[0] in blacklisted_authors:\n", " continue\n", "\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " for file in valid_tokenizer_files:\n", " if file in sibling['rfilename'].lower():\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " break\n", " \n", " if not has_valid_tokenizer:\n", " continue\n", "\n", " if size >= max_size:\n", " break\n", " f.write(json.dumps(model, ensure_ascii=False) + '\\n')\n", " already_poached.add(model['id'])\n", " size += 1\n", "\n", " print(f\"Processed {size} models for filter {term}\")\n", " \n", " size = 0\n", " count = 0\n", " models_iterator = api.list_models(search=term, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags', 'trendingScore'])\n", " for model in tqdm(models_iterator, desc='Processing models by like'):\n", " count += 1\n", " if count > 1000:\n", " break\n", " model = model_to_dict(model)\n", " if model['id'] in already_evaluated:\n", " continue\n", " if model['id'] in already_poached:\n", " continue\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " if model['id'].split('/')[0] in blacklisted_authors:\n", " continue\n", "\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " for file in valid_tokenizer_files:\n", " if file in sibling['rfilename'].lower():\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " break\n", " \n", " if not has_valid_tokenizer:\n", " continue\n", "\n", " if size >= max_size:\n", " break\n", " f.write(json.dumps(model, ensure_ascii=False) + '\\n')\n", " already_poached.add(model['id'])\n", " size += 1\n", "\n", " print(f\"Processed {size} models for search {term}\")\n", "\n", "\n", " size = 0\n", " count = 0\n", " models_iterator = api.list_models(filter=term, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags', 'trendingScore'], sort='likes', direction=-1)\n", " for model in tqdm(models_iterator, desc='Processing models by like'):\n", " count += 1\n", " if count > 1000:\n", " break\n", " model = model_to_dict(model)\n", " if model['id'] in already_evaluated:\n", " continue\n", " if model['id'] in already_poached:\n", " continue\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " if model['id'].split('/')[0] in blacklisted_authors:\n", " continue\n", "\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " for file in valid_tokenizer_files:\n", " if file in sibling['rfilename'].lower():\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " break\n", " \n", " if not has_valid_tokenizer:\n", " continue\n", "\n", " if size >= max_size:\n", " break\n", " f.write(json.dumps(model, ensure_ascii=False) + '\\n')\n", " already_poached.add(model['id'])\n", " size += 1\n", "\n", " print(f\"Processed {size} models for filter {term} sorted by likes\")\n", " \n", " size = 0\n", " count = 0\n", " models_iterator = api.list_models(search=term, expand=['siblings', 'likes', 'downloadsAllTime', 'createdAt', 'lastModified', 'transformersInfo', 'pipeline_tag', 'tags', 'trendingScore'], sort='likes', direction=-1)\n", " for model in tqdm(models_iterator, desc='Processing models by like'):\n", " count += 1\n", " if count > 1000:\n", " break\n", " model = model_to_dict(model)\n", " if model['id'] in already_evaluated:\n", " continue\n", " if model['id'] in already_poached:\n", " continue\n", " if any(term in model['id'].lower() for term in blacklisted_terms):\n", " continue\n", " if model['id'].split('/')[0] in blacklisted_authors:\n", " continue\n", "\n", " has_valid_tokenizer = False\n", " for sibling in model['siblings']:\n", " for file in valid_tokenizer_files:\n", " if file in sibling['rfilename'].lower():\n", " has_valid_tokenizer = True\n", " break\n", " if has_valid_tokenizer:\n", " break\n", " \n", " if not has_valid_tokenizer:\n", " continue\n", "\n", " if size >= max_size:\n", " break\n", " f.write(json.dumps(model, ensure_ascii=False) + '\\n')\n", " already_poached.add(model['id'])\n", " size += 1\n", "\n", " print(f\"Processed {size} models for search {term} sorted by likes\")" ] }, { "cell_type": "code", "execution_count": 72, "id": "7639c58a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dimitre/bert_en_cased_preprocess assets\n", "samim2024/text-to-image tokenizer\n", "samim2024/text-to-image tokenizer\n", "aloobun/IN-Llama-3-Tokenizer model\n", "aloobun/IN-Llama-3-Tokenizer model\n", "clearloop/tokenizer gemma2\n", "clearloop/tokenizer llama2\n", "clearloop/tokenizer llama3\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-1024-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-10240-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-1024000-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-12288-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-128000-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-16384-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-2048-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-20480-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-24576-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-256000-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-28672-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-3072-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-32768-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-4096-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-43000-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-48128-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-5120-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-512000-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-6144-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-64512-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-7168-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-78848-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-8192-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-9216-BPE\n", "sail/scaling-with-vocab-trained-tokenizers hf_slimpajama-6B-96256-BPE\n", "p1atdev/multi-tokenizers-processor-sample tokenizer_1\n", "p1atdev/multi-tokenizers-processor-sample tokenizer_2\n", "p1atdev/multi-tokenizers-processor-sample tokenizer_2\n", "p1atdev/multi-tokenizers-processor-sample tokenizer_2\n", "hkeshhk/bpetokenizer tokenizer/sample/bpetokenizer\n", "hkeshhk/bpetokenizer tokenizer/sample/bpetokenizer\n", "hkeshhk/bpetokenizer tokenizer/sample/tokenizer\n", "hkeshhk/bpetokenizer tokenizer/sample/tokenizer\n", "konstantindobler/fasttext-de-sentencepiece-bpe-32k de-sentencepiece-bpe-32k\n", "konstantindobler/fasttext-de-sentencepiece-bpe-32k de-sentencepiece-bpe-32k\n", "konstantindobler/fasttext-ar-sentencepiece-bpe-32k ar-sentencepiece-bpe-32k\n", "konstantindobler/fasttext-ar-sentencepiece-bpe-32k ar-sentencepiece-bpe-32k\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "Hanbaike/kyrgyz_spm_tokenizer models\n", "facebook/rag-token-base generator_tokenizer\n", "facebook/rag-token-base generator_tokenizer\n", "facebook/rag-token-base question_encoder_tokenizer\n", "luoren000/Token_Classification test\n", "luoren000/Token_Classification test\n", "laituan245/rag-token-bart-base generator_tokenizer\n", "laituan245/rag-token-bart-base generator_tokenizer\n", "laituan245/rag-token-bart-base generator_tokenizer\n", "laituan245/rag-token-bart-base question_encoder_tokenizer\n", "laituan245/rag-token-bart-base question_encoder_tokenizer\n", "mlpc-lab/TokenCompose_SD21_A tokenizer\n", "mlpc-lab/TokenCompose_SD21_A tokenizer\n", "mlpc-lab/TokenCompose_SD14_A tokenizer\n", "mlpc-lab/TokenCompose_SD14_A tokenizer\n", "cszhzleo/LLaVA-1.6-Mistral-7B-nc2-bs1-token4096-neuron-219 mistral_7b_v0.2\n", "cszhzleo/LLaVA-1.6-Mistral-7B-nc2-bs1-token4096-neuron-219 mistral_7b_v0.2\n", "mlpc-lab/TokenCompose_SD14_B tokenizer\n", "mlpc-lab/TokenCompose_SD14_B tokenizer\n", "mlpc-lab/TokenCompose_SD21_B tokenizer\n", "mlpc-lab/TokenCompose_SD21_B tokenizer\n", "vocab-transformers/distilbert-word2vec_256k-MLM_250k word2vec\n", "vocab-transformers/distilbert-word2vec_256k-MLM_500k word2vec\n", "vocab-transformers/distilbert-word2vec_256k-MLM_750k word2vec\n", "vocab-transformers/distilbert-word2vec_256k-MLM_1M word2vec\n", "Symato/Qwen2.5-7B-Instruct__trimm_vocab e3.0\n", "Symato/Qwen2.5-7B-Instruct__trimm_vocab e3.0\n", "Symato/Qwen2.5-7B-Instruct__trimm_vocab e4.0\n", "Symato/Qwen2.5-7B-Instruct__trimm_vocab e4.0\n", "Symato/Qwen2.5-7B-Instruct__trimm_vocab e5.0\n", "Symato/Qwen2.5-7B-Instruct__trimm_vocab e5.0\n", "apehex/tokun tokenizer\n" ] } ], "source": [ "import os\n", "\n", "default_files = {'tokenizer.json', 'vocab.txt', 'vocab.json', 'merges.txt', 'sentencepiece.bpe.model', 'spiece.model', 'tokenizer.model', 'vocab'}\n", "def check_file(filename):\n", " if filename in default_files:\n", " return True\n", " if filename.endswith('.spm') or filename.endswith('.spiece') or filename.endswith('.bpe') or filename.startswith('vocab.') or filename.endswith('.vocab') or filename.endswith('.model'):\n", " return True\n", " return False\n", "\n", "tuples = []\n", "\n", "with open('data/models_to_search_6.jsonl', 'r') as f:\n", " for line in f:\n", " model_tuples = []\n", " model = json.loads(line)\n", " if model['id'] in ['Xenova/transformers.js']:\n", " continue\n", " for sibling in model['siblings']:\n", " if check_file(os.path.basename(sibling['rfilename'])):\n", " subfolder = os.path.dirname(sibling['rfilename'])\n", " if subfolder is not None and ('checkpoint' in subfolder.lower() or 'step' in subfolder.lower() or 'guard' in subfolder.lower()):\n", " continue\n", " if subfolder == '' or subfolder == '.':\n", " subfolder = None\n", " if subfolder is not None:\n", " print(model['id'], subfolder)\n", " model_tuples.append((model['id'], 'main', subfolder, False))\n", " #deduplicate\n", " model_tuples = list(set(model_tuples))\n", " tuples.extend(model_tuples)" ] }, { "cell_type": "code", "execution_count": 73, "id": "cb0e6b50", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2226" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(tuples)" ] }, { "cell_type": "code", "execution_count": 74, "id": "03e426e5", "metadata": {}, "outputs": [], "source": [ "with open('data/models_to_eval_6.json', 'w') as f:\n", " json.dump(tuples, f)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.12" } }, "nbformat": 4, "nbformat_minor": 5 }