250 Years of America, 250 Open AI Milestones
For the 250th birthday of the USA: the 250 most important American open models, datasets, papers and Spaces, ranked from #1 down. Happy 4th of July!
Paper • 1706.03762 • Published • 127Note #1 — Attention Is All You Need (Google, 2017). The paper that introduced the transformer.
PyTorch: An Imperative Style, High-Performance Deep Learning Library
Paper • 1912.01703 • Published • 2Note #2 — PyTorch (Meta, 2019). The framework open AI runs on.
google-bert/bert-base-uncased
Fill-Mask • 0.1B • Updated • 65M • • 2.7kNote #3 — BERT (Google, 2018). The model that kicked off the open model era and the Hub itself.
openai-community/gpt2
Text Generation • 0.1B • Updated • 13.3M • 3.33kNote #4 — GPT-2 (OpenAI, 2019). The original open LLM.
Efficient Estimation of Word Representations in Vector Space
Paper • 1301.3781 • Published • 8Note #5 — word2vec: Efficient Estimation of Word Representations (Google, 2013).
HuggingFace's Transformers: State-of-the-art Natural Language Processing
Paper • 1910.03771 • Published • 23Note #6 — HuggingFace's Transformers: State-of-the-art NLP (2019). The library open AI runs on — with its siblings Datasets, Hub, and TGI.
Universal Language Model Fine-tuning for Text Classification
Paper • 1801.06146 • Published • 8Note #7 — ULMFiT (Howard & Ruder, fast.ai, 2018). Universal Language Model Fine-tuning — transfer learning for NLP before BERT.
meta-llama/Llama-2-7b
Text Generation • Updated • 116 • 4.51kNote #8 — Llama 2 (Meta, 2023). Open weights went commercial and the ecosystem exploded.
openai/whisper-large-v3
Automatic Speech Recognition • 2B • Updated • 5.87M • • 5.91kNote #9 — Whisper (OpenAI). Open speech recognition for the whole world.
openai/gpt-oss-120b
Text Generation • 120B • Updated • 4.25M • • 4.95kNote #10 — gpt-oss-120b (OpenAI, 2025). OpenAI's return to open weights, Apache 2.0.
ILSVRC/imagenet-1k
Viewer • Updated • 1.43M • 112k • 848Note #11 — ImageNet (Fei-Fei Li, Princeton/Stanford). The dataset that launched deep learning.
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
Paper • 1603.04467 • PublishedNote #12 — TensorFlow (Google, 2016). Large-scale ML, open sourced.
openai/clip-vit-large-patch14
Zero-Shot Image Classification • 0.4B • Updated • 12.6M • 2.05kNote #13 — CLIP (OpenAI, 2021). Connected vision and language; powers image generation everywhere.
Language Models are Few-Shot Learners
Paper • 2005.14165 • Published • 20Note #14 — GPT-3: Language Models are Few-Shot Learners (OpenAI, 2020). In-context learning arrives.
Deep contextualized word representations
Paper • 1802.05365 • Published • 1Note #15 — ELMo: Deep Contextualized Word Representations (AI2/UW, 2018). Contextual embeddings arrive.
stanfordnlp/glove
Updated • 9Note #16 — GloVe (Stanford, 2014). Global word vectors; with word2vec, the embeddings that started it all.
meta-llama/Meta-Llama-3-8B
Text Generation • 8B • Updated • 1.31M • • 6.59kNote #17 — Llama 3 (Meta, 2024). The most downloaded LLM family in Hub history.
rajpurkar/squad
Viewer • Updated • 98.2k • 188k • 368Note #18 — SQuAD (Stanford, 2016). The QA benchmark that defined an era of NLP.
LLaMA: Open and Efficient Foundation Language Models
Paper • 2302.13971 • Published • 25Note #19 — LLaMA: Open and Efficient Foundation Language Models (Meta, 2023).
distilbert/distilbert-base-uncased
Fill-Mask • 67M • Updated • 8.54M • • 908Note #20 — DistilBERT (Hugging Face). Distillation for the masses; billions of downloads.
Distilling the Knowledge in a Neural Network
Paper • 1503.02531 • Published • 2Note #21 — Distilling the Knowledge in a Neural Network (Hinton et al., Google, 2015).
google-t5/t5-base
Translation • 0.2B • Updated • 1.84M • • 778Note #22 — T5 (Google, 2019). Text-to-text everything.
nyu-mll/glue
Viewer • Updated • 1.49M • 402k • 512Note #23 — GLUE (NYU/UW/DeepMind-adjacent, led from NYC). The benchmark suite of the BERT era.
FacebookAI/roberta-base
Fill-Mask • 0.1B • Updated • 10.3M • • 621Note #24 — RoBERTa (Meta, 2019). BERT, robustly optimized; still a workhorse.
allenai/c4
Viewer • Updated • 10.4B • 1.36M • 607Note #25 — C4 (Google/AI2). The Colossal Clean Crawled Corpus behind T5 and countless LLMs.
Scaling Laws for Neural Language Models
Paper • 2001.08361 • Published • 10Note #26 — Scaling Laws for Neural Language Models (Kaplan et al., OpenAI, 2020).
Adam: A Method for Stochastic Optimization
Paper • 1412.6980 • Published • 5Note #27 — Adam: A Method for Stochastic Optimization (2015). The optimizer that trains almost everything on this list.
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Paper • 1502.03167 • Published • 2Note #28 — Batch Normalization (Google, 2015). The trick that made very deep networks trainable.
Generative Adversarial Networks
Paper • 1406.2661 • Published • 5Note #29 — Generative Adversarial Networks (Goodfellow et al., 2014). The paper that launched generative modeling.
A Style-Based Generator Architecture for Generative Adversarial Networks
Paper • 1812.04948 • Published • 3Note #30 — StyleGAN (NVIDIA, 2018). The GAN era's crown jewel; 'this person does not exist.'
Denoising Diffusion Probabilistic Models
Paper • 2006.11239 • Published • 9Note #31 — Denoising Diffusion Probabilistic Models (UC Berkeley, 2020). DDPM.
Scalable Diffusion Models with Transformers
Paper • 2212.09748 • Published • 17Note #32 — Scalable Diffusion Models with Transformers — DiT (Berkeley/NYU, 2022). The backbone of modern image and video generation.
Deep Residual Learning for Image Recognition
Paper • 1512.03385 • Published • 17Note #33 — Deep Residual Learning for Image Recognition (Microsoft, 2015).
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
Paper • 1905.11946 • Published • 4Note #34 — EfficientNet (Google, 2019). Compound scaling for vision.
Open LLM Leaderboard
🏆14kTrack, rank and evaluate open LLMs and chatbots
Note #35 — The Open LLM Leaderboard. Set the pace of the open model race.
EleutherAI/pile
Updated • 6.22k • 500Note #36 — The Pile (EleutherAI, 2020). 825GB that trained a generation of open LLMs.
Training language models to follow instructions with human feedback
Paper • 2203.02155 • Published • 24Note #37 — InstructGPT (OpenAI, 2022). RLHF as we know it.
GPT-4 Technical Report
Paper • 2303.08774 • Published • 7Note #38 — GPT-4 Technical Report (OpenAI, 2023).
cais/mmlu
Viewer • Updated • 231k • 433k • 782Note #39 — MMLU (Hendrycks et al., Berkeley). The default knowledge benchmark for years.
bigcode/starcoder
Text Generation • 16B • Updated • 22.8k • 2.97kNote #40 — StarCoder (BigCode: Hugging Face + ServiceNow). Open code generation at scale.
EleutherAI/gpt-j-6b
Text Generation • Updated • 257k • 1.53kNote #41 — GPT-J (EleutherAI, 2021). The grassroots open GPT-3 rival.
meta-llama/Llama-3.1-405B
Text Generation • 406B • Updated • 212k • • 978Note #42 — Llama 3.1 405B (Meta, 2024). The first open frontier-scale model.
bigscience/bloom
Text Generation • 176B • Updated • 5.21k • 5.02kNote #43 — BLOOM (BigScience, 2022). 176B params, 1000+ researchers, led by Hugging Face. The first open LLM at GPT-3 scale.
Evaluate & Evaluation on the Hub: Better Best Practices for Data and Model Measurements
Paper • 2210.01970 • Published • 14Note #44 — Evaluate & Evaluation on the Hub (Hugging Face, 2022). Open evaluation infrastructure for the Hub.
Model Cards for Model Reporting
Paper • 1810.03993 • Published • 7Note #45 — Model Cards for Model Reporting (Mitchell et al., Google, 2018). The documentation standard on every Hub repo.
Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild
Paper • 1906.02569 • Published • 2Note #46 — Gradio (2019). The interface layer of open ML — every Space runs on it.
Arena Leaderboard
🏆4.94kView the LMArena leaderboard in full‑screen
Note #47 — Chatbot Arena / LMArena (LMSYS, UC Berkeley). Community model rankings via millions of human votes.
google/gemma-7b
Text Generation • 9B • Updated • 29.6k • • 3.37kNote #48 — Gemma (Google, 2024). Google returns to open weights.
Learning Transferable Visual Models From Natural Language Supervision
Paper • 2103.00020 • Published • 22Note #49 — Learning Transferable Visual Models From Natural Language Supervision — CLIP (OpenAI).
Datasets: A Community Library for Natural Language Processing
Paper • 2109.02846 • Published • 15Note #50 — Datasets: A Community Library for NLP (Hugging Face, 2021). The library serving every dataset on this list.
xai-org/grok-1
Text Generation • Updated • 183 • 2.42kNote #51 — Grok-1 (xAI, 2024). 314B parameters, the largest open release of its time.
HuggingFaceFW/fineweb
Viewer • Updated • 52.5B • 446k • 2.92kNote #52 — FineWeb (Hugging Face, NYC-HQ). The modern open pretraining corpus.
bigcode/the-stack
Viewer • Updated • 546M • 17.7k • 1.03kNote #53 — The Stack (BigCode). 6TB of permissively licensed source code.
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Paper • 2201.11903 • Published • 15Note #54 — Chain-of-Thought Prompting (Google, 2022).
nvidia/Llama-3.1-Nemotron-70B-Instruct-HF
Text Generation • 71B • Updated • 24.5k • • 2.07kNote #55 — Nemotron 70B (NVIDIA, 2024). Open post-training done right.
LoRA: Low-Rank Adaptation of Large Language Models
Paper • 2106.09685 • Published • 63Note #56 — LoRA: Low-Rank Adaptation (Microsoft, 2021). Made fine-tuning affordable.
Anthropic/hh-rlhf
Viewer • Updated • 169k • 29.6k • 1.81kNote #57 — HH-RLHF (Anthropic). The canonical open human preference dataset.
facebook/bart-large
Feature Extraction • Updated • 131k • • 201Note #58 — BART (Meta, 2019). Denoising seq2seq; summarization staple.
openai/gsm8k
Benchmark • Updated • 17.6k • 955k • 1.43kNote #59 — GSM8K (OpenAI). Grade school math that humbled LLMs for years.
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
Paper • 2205.14135 • Published • 15Note #60 — FlashAttention (Stanford, 2022). Made long context practical.
EleutherAI/gpt-neox-20b
Text Generation • 21B • Updated • 420k • 584Note #61 — GPT-NeoX-20B (EleutherAI, 2022). Open scale before it was cool.
togethercomputer/RedPajama-Data-1T
Viewer • Updated • 1.73M • 2.08k • 1.18kNote #62 — RedPajama 1T (Together AI). Open reproduction of the LLaMA training data.
Direct Preference Optimization: Your Language Model is Secretly a Reward Model
Paper • 2305.18290 • Published • 66Note #63 — Direct Preference Optimization (Stanford, 2023). RLHF without the RL.
microsoft/phi-2
Text Generation • 3B • Updated • 838k • 3.48kNote #64 — Phi-2 (Microsoft, 2023). Small models, textbook data, big results.
openai/gpt-oss-20b
Text Generation • 22B • Updated • 6.96M • • 4.77kNote #65 — gpt-oss-20b (OpenAI, 2025). Frontier reasoning on a laptop.
openai/openai_humaneval
Viewer • Updated • 164 • 227k • 395Note #66 — HumanEval (OpenAI). THE code generation benchmark.
Segment Anything
Paper • 2304.02643 • Published • 6Note #67 — Segment Anything (Meta, 2023).
facebook/sam-vit-huge
Mask Generation • 0.6B • Updated • 453k • 198Note #68 — SAM (Meta, 2023). Segment anything, literally.
google/vit-base-patch16-224
Image Classification • 86.6M • Updated • 5.51M • • 981Note #69 — ViT (Google). Transformers eat computer vision.
Skylion007/openwebtext
Viewer • Updated • 8.01M • 69.7k • 523Note #70 — OpenWebText. The open recreation of GPT-2's training data.
lmsys/vicuna-13b-v1.5
Text Generation • Updated • 15.1k • • 243Note #71 — Vicuna (LMSYS, Berkeley). The chatbot that showed open models could chat.
tatsu-lab/alpaca
Viewer • Updated • 52k • 77.9k • 1kNote #72 — Alpaca (Stanford, 2023). 52K instructions that launched the instruction-tuning boom.
Constitutional AI: Harmlessness from AI Feedback
Paper • 2212.08073 • Published • 4Note #73 — Constitutional AI (Anthropic, 2022).
In-context Learning and Induction Heads
Paper • 2209.11895 • Published • 2Note #74 — In-context Learning and Induction Heads (Anthropic, 2022). Mechanistic interpretability arrives.
allenai/OLMo-2-1124-7B
7B • Updated • 89.3k • 68Note #75 — OLMo 2 (AI2, Seattle). Truly open: weights, data, code, logs.
allenai/dolma
Updated • 4.12k • 1.05kNote #76 — Dolma (AI2). 3T tokens, fully documented open pretraining data.
Salesforce/codegen-16B-mono
Text Generation • Updated • 348 • 126Note #77 — CodeGen (Salesforce, 2022). The first big open code LLM, pre-StarCoder.
databricks/databricks-dolly-15k
Viewer • Updated • 15k • 41.5k • 993Note #78 — dolly-15k (Databricks). Human-written instructions, employee-sourced.
HuggingFaceH4/zephyr-7b-beta
Text Generation • 7B • Updated • 184k • • 1.85kNote #79 — Zephyr (Hugging Face H4). DPO goes mainstream.
Efficient Memory Management for Large Language Model Serving with PagedAttention
Paper • 2309.06180 • Published • 61Note #80 — PagedAttention / vLLM (UC Berkeley, 2023). How open models get served.
meta-llama/Llama-3.1-8B-Instruct
Text Generation • 8B • Updated • 9.03M • • 6.23kNote #81 — Llama 3.1 8B Instruct (Meta). The default open chat model of 2024-25.
togethercomputer/RedPajama-INCITE-7B-Base
Text Generation • Updated • 410 • 92Note #82 — RedPajama-INCITE (Together AI, 2023). Fully open reproduction, trained on US supercomputers.
HuggingFaceFW/fineweb-edu
Viewer • Updated • 3.5B • 382k • 1.18kNote #83 — FineWeb-Edu (Hugging Face). Education-filtered web data, new pretraining default.
microsoft/deberta-v3-base
Fill-Mask • Updated • 2.57M • • 429Note #84 — DeBERTa v3 (Microsoft). Still the encoder to beat on GLUE-style tasks.
OpenAI Gym
Paper • 1606.01540 • PublishedNote #85 — OpenAI Gym (2016). The playground that standardized reinforcement learning.
facebook/wav2vec2-base-960h
Automatic Speech Recognition • 94.4M • Updated • 1.49M • 398Note #86 — wav2vec 2.0 (Meta, 2020). Self-supervised speech revolution.
openslr/librispeech_asr
Viewer • Updated • 585k • 75.6k • 228Note #87 — LibriSpeech (Johns Hopkins). The canonical ASR benchmark.
facebook/dinov2-base
Image Feature Extraction • 86.6M • Updated • 1.44M • 182Note #88 — DINOv2 (Meta). Self-supervised vision features for everything.
Masked Autoencoders Are Scalable Vision Learners
Paper • 2111.06377 • Published • 6Note #89 — Masked Autoencoders Are Scalable Vision Learners (Meta, 2021).
facebook/detr-resnet-50
Object Detection • 41.6M • Updated • 1.94M • • 959Note #90 — DETR (Meta, 2020). Object detection, transformerized.
HuggingFaceM4/COCO
Updated • 4.45k • 33Note #91 — COCO (Microsoft, 2014). Common Objects in Context; vision's other bedrock.
microsoft/resnet-50
Image Classification • 25.6M • Updated • 589k • • 498Note #92 — ResNet-50 (Microsoft, 2015). The backbone of a decade of computer vision.
Ultralytics/YOLOv8
Object Detection • Updated • 10.1k • 374Note #93 — YOLOv8 (Ultralytics). Real-time detection, descended from Joseph Redmon's YOLO (UW).
You Only Look Once: Unified, Real-Time Object Detection
Paper • 1506.02640 • Published • 3Note #94 — You Only Look Once (Joseph Redmon, UW, 2015). Real-time object detection.
facebook/bart-large-mnli
Zero-Shot Classification • 0.4B • Updated • 3.29M • • 1.58kNote #95 — BART-MNLI (Meta). The zero-shot classification workhorse of the Hub.
stanfordnlp/imdb
Viewer • Updated • 100k • 183k • 389Note #96 — IMDB (Stanford, 2011). The hello-world of sentiment analysis.
ylecun/mnist
Viewer • Updated • 70k • 133k • 253Note #97 — MNIST (Yann LeCun, AT&T Bell Labs/NYU). Where it all started.
xlnet/xlnet-base-cased
Text Generation • Updated • 408k • 82Note #98 — XLNet (Google + CMU, 2019).
Sequence to Sequence Learning with Neural Networks
Paper • 1409.3215 • Published • 4Note #99 — Sequence to Sequence Learning (Sutskever et al., Google, 2014).
XGBoost: A Scalable Tree Boosting System
Paper • 1603.02754 • Published • 2Note #100 — XGBoost (University of Washington, 2016). The workhorse of practical ML for a decade.
google/electra-base-discriminator
Updated • 39M • 133Note #101 — ELECTRA (Google + Stanford, 2020). Pretraining efficiency pioneer.
Salesforce/wikitext
Viewer • Updated • 3.71M • 1.34M • 729Note #102 — WikiText (Salesforce, 2016). The classic language modeling benchmark.
ptb-text-only/ptb_text_only
Updated • 21k • 20Note #103 — Penn Treebank (UPenn, 1993). The dataset NLP grew up on.
Bag of Tricks for Efficient Text Classification
Paper • 1607.01759 • PublishedNote #104 — fastText (Meta FAIR, 2016). Fast, practical open NLP for everyone.
stanfordnlp/sst2
Viewer • Updated • 70k • 30.8k • 162Note #105 — SST-2 (Stanford). Sentiment treebank, GLUE staple.
openai-community/openai-gpt
Text Generation • 0.1B • Updated • 212k • 296Note #106 — GPT-1 (OpenAI, 2018). The one that started the G-P-T.
google/flan-t5-xxl
11B • Updated • 13k • 1.29kNote #107 — Flan-T5 (Google, 2022). Instruction tuning at scale, open.
facebook/opt-6.7b
Text Generation • Updated • 139k • 120Note #108 — OPT (Meta, 2022). Open Pre-trained Transformers, with logbooks and all.
mozilla-foundation/common_voice_17_0
Updated • 4.79k • 29Note #109 — Common Voice (Mozilla). Crowdsourced speech in 100+ languages.
suno/bark
Text-to-Speech • Updated • 18.8k • 1.54kNote #110 — Bark (Suno, 2023). Open generative text-to-audio, pre-Suno-the-app.
Bark
🐶2.37kGenerate realistic speech and sounds from typed text
Note #111 — The Bark demo Space that made TTS fun.
facebook/musicgen-small
Text-to-Audio • 0.6B • Updated • 290k • 496Note #112 — MusicGen (Meta, 2023). Open music generation.
openai/jukebox-1b-lyrics
Feature Extraction • Updated • 78 • 21Note #113 — Jukebox (OpenAI, 2020). Music generation with singing, years early.
MusicGen
🎵5.08kGenerate music from a text description and optional melody
Note #114 — MusicGen demo (Meta). Everyone's first AI song.
keithito/lj_speech
Updated • 1.11k • 62Note #115 — LJ Speech. The public-domain voice behind a thousand TTS models.
microsoft/speecht5_tts
Text-to-Speech • Updated • 79.4k • 836Note #116 — SpeechT5 (Microsoft). Unified speech-text pretraining.
sesame/csm-1b
Text-to-Speech • 2B • Updated • 290k • 2.41kNote #117 — CSM (Sesame, 2025). Open conversational speech that sounded human.
meta-llama/Llama-4-Scout-17B-16E-Instruct
Image-Text-to-Text • 109B • Updated • 724k • • 1.32kNote #118 — Llama 4 Scout (Meta, 2025). Natively multimodal MoE.
nvidia/HelpSteer2
Viewer • Updated • 21.4k • 5.48k • 452Note #119 — HelpSteer2 (NVIDIA). Open preference data for reward models.
microsoft/phi-4
Text Generation • 15B • Updated • 885k • • 2.27kNote #120 — Phi-4 (Microsoft, 2024). Small model, big reasoning.
Textbooks Are All You Need
Paper • 2306.11644 • Published • 159Note #121 — Textbooks Are All You Need (Microsoft, 2023). The phi thesis.
roneneldan/TinyStories
Viewer • Updated • 2.14M • 84.6k • 1.05kNote #122 — TinyStories (Microsoft). How small can a coherent LM be?
EleutherAI/pythia-12b
Text Generation • 12B • Updated • 141k • 145Note #123 — Pythia (EleutherAI). The scaling suite for LLM science.
EleutherAI/gpt-neo-2.7B
Text Generation • 3B • Updated • 39.9k • 503Note #124 — GPT-Neo (EleutherAI, 2021). The first open GPT-3-style replication.
cerebras/Cerebras-GPT-13B
Text Generation • Updated • 697 • 652Note #125 — Cerebras-GPT (2023). Chinchilla-optimal, wafer-scale trained.
togethercomputer/RedPajama-Data-V2
Updated • 9.39k • 404Note #126 — RedPajama V2 (Together AI). 30T tokens of open web data.
Snowflake/snowflake-arctic-instruct
Text Generation • 479B • Updated • 34.8k • 362Note #127 — Arctic (Snowflake, 2024). Enterprise-grade open MoE.
Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Paper • 2312.00752 • Published • 152Note #128 — Mamba: Linear-Time Sequence Modeling (CMU + Princeton, 2023).
Snowflake/snowflake-arctic-embed-m
Sentence Similarity • 0.1B • Updated • 468k • • 166Note #129 — Arctic Embed (Snowflake). Open retrieval embeddings.
ibm-granite/granite-3.3-8b-instruct
Text Generation • 8B • Updated • 97.1k • 158Note #130 — Granite (IBM). A century-old American company, Apache 2.0 models.
apple/DCLM-7B
7B • Updated • 137 • 833Note #131 — DCLM (Apple, 2024). DataComp-LM, open data-centric science.
apple/OpenELM-3B
Text Generation • 3B • Updated • 210 • 130Note #132 — OpenELM (Apple, 2024). Apple ships open weights.
amazon/chronos-t5-large
Time Series Forecasting • 0.7B • Updated • 91.9k • 178Note #133 — Chronos (Amazon). LLMs for time series forecasting.
google/timesfm-1.0-200m
Time Series Forecasting • Updated • 145 • 828Note #134 — TimesFM (Google). Foundation model for forecasting.
allenai/Molmo-7B-D-0924
Image-Text-to-Text • 8B • Updated • 30k • 567Note #135 — Molmo (AI2, 2024). Open VLM matching closed ones, with open data.
adept/fuyu-8b
Image-Text-to-Text • 9B • Updated • 133k • 1.02kNote #136 — Fuyu (Adept, 2023). Multimodal without an image encoder.
vikhyatk/moondream2
Image-Text-to-Text • 2B • Updated • 1.62M • 1.43kNote #137 — Moondream (2024). The beloved tiny vision-language model.
microsoft/Florence-2-large
Image-Text-to-Text • 0.8B • Updated • 693k • 1.83kNote #138 — Florence-2 (Microsoft, 2024). One small model, every vision task.
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models
Paper • 2301.12597 • Published • 3Note #139 — BLIP-2 (Salesforce, 2023). Bootstrapping VLMs from frozen parts.
Salesforce/blip2-opt-2.7b
Image-Text-to-Text • 4B • Updated • 658k • 446Note #140 — BLIP-2 (Salesforce). Vision-language bridge.
Salesforce/blip-image-captioning-base
Image-to-Text • Updated • 1.74M • 865Note #141 — BLIP (Salesforce). The Hub's default image captioner for years.
Visual Instruction Tuning
Paper • 2304.08485 • Published • 21Note #142 — Visual Instruction Tuning — LLaVA (UW-Madison + Microsoft, 2023).
llava-hf/llava-1.5-7b-hf
Image-Text-to-Text • 7B • Updated • 3.14M • 367Note #143 — LLaVA 1.5 (UW-Madison/Microsoft). Open multimodal chat for everyone.
facebook/chameleon-7b
Image-Text-to-Text • 7B • Updated • 228k • 202Note #144 — Chameleon (Meta, 2024). Early-fusion multimodal.
google/paligemma-3b-pt-224
Image-Text-to-Text • 3B • Updated • 276k • 495Note #145 — PaliGemma (Google, 2024). Open VLM building block.
google/siglip-so400m-patch14-384
Zero-Shot Image Classification • 0.9B • Updated • 1.77M • 680Note #146 — SigLIP (Google). The CLIP successor inside most modern VLMs.
MMMU/MMMU
Viewer • Updated • 11.6k • 55.5k • 330Note #147 — MMMU (Ohio State-led). The multimodal exam.
lmsys/lmsys-chat-1m
Viewer • Updated • 1M • 6.11k • 932Note #148 — LMSYS-Chat-1M (Berkeley). One million real conversations.
Judging LLM-as-a-judge with MT-Bench and Chatbot Arena
Paper • 2306.05685 • Published • 43Note #149 — Judging LLM-as-a-Judge with MT-Bench (LMSYS, Berkeley, 2023).
NousResearch/Hermes-3-Llama-3.1-8B
Text Generation • 8B • Updated • 359k • • 465Note #150 — Hermes 3 (Nous Research). The American fine-tuning scene at its best.
teknium/OpenHermes-2.5
Viewer • Updated • 1M • 15.6k • 867Note #151 — OpenHermes 2.5 (Teknium). The community SFT dataset.
Open-Orca/OpenOrca
Viewer • Updated • 2.94M • 17.1k • 1.56kNote #152 — OpenOrca. Open reproduction of Microsoft's Orca data.
berkeley-nest/Starling-LM-7B-alpha
Text Generation • 7B • Updated • 1.83k • • 560Note #153 — Starling (Berkeley). Open RLAIF.
allenai/Llama-3.1-Tulu-3-8B
Text Generation • 8B • Updated • 3.72k • • 179Note #154 — Tulu 3 (AI2). Fully open post-training recipe.
allenai/tulu-3-sft-mixture
Viewer • Updated • 939k • 19k • 251Note #155 — Tulu 3 SFT mixture (AI2). The open post-training data stack.
QLoRA: Efficient Finetuning of Quantized LLMs
Paper • 2305.14314 • Published • 62Note #156 — QLoRA (University of Washington, 2023). Fine-tune 65B on one GPU.
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
Paper • 2306.00978 • Published • 13Note #157 — AWQ (MIT, 2023). Activation-aware quantization, everywhere now.
bigcode/starcoder2-15b
Text Generation • 16B • Updated • 10.9k • 674Note #158 — StarCoder2 (BigCode, 2024).
codellama/CodeLlama-7b-hf
Text Generation • 7B • Updated • 242k • 377Note #159 — Code Llama (Meta, 2023). Open code models at every size.
Evaluating Large Language Models Trained on Code
Paper • 2107.03374 • Published • 11Note #160 — Evaluating LLMs Trained on Code — Codex/HumanEval (OpenAI, 2021).
google-research-datasets/mbpp
Viewer • Updated • 1.4k • 165k • 232Note #161 — MBPP (Google). Mostly Basic Python Problems.
princeton-nlp/SWE-bench
Viewer • Updated • 21.5k • 44.1k • 143Note #162 — SWE-bench (Princeton). Can models fix real GitHub issues?
SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Paper • 2310.06770 • Published • 12Note #163 — SWE-bench paper (Princeton, 2023). Defined agentic coding evaluation.
openai/summarize_from_feedback
Viewer • Updated • 194k • 1.89k • 220Note #164 — Summarize-from-feedback (OpenAI). Foundational RLHF data.
Learning to summarize from human feedback
Paper • 2009.01325 • Published • 4Note #165 — Learning to Summarize from Human Feedback (OpenAI, 2020).
Deep reinforcement learning from human preferences
Paper • 1706.03741 • Published • 4Note #166 — Deep RL from Human Preferences (Christiano et al., OpenAI, 2017). RLHF's origin.
Proximal Policy Optimization Algorithms
Paper • 1707.06347 • Published • 11Note #167 — Proximal Policy Optimization (OpenAI, 2017). The algorithm behind RLHF.
openai/webgpt_comparisons
Viewer • Updated • 19.6k • 693 • 241Note #168 — WebGPT comparisons (OpenAI). Early human feedback data.
Let's Verify Step by Step
Paper • 2305.20050 • Published • 11Note #169 — Let's Verify Step by Step (OpenAI, 2023). Process reward models.
HuggingFaceH4/MATH-500
Viewer • Updated • 500 • 136k • 318Note #170 — MATH-500. The competition math eval, from OpenAI's split of Hendrycks MATH.
PaLM: Scaling Language Modeling with Pathways
Paper • 2204.02311 • Published • 3Note #171 — PaLM: Scaling Language Modeling with Pathways (Google, 2022).
Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity
Paper • 2101.03961 • Published • 13Note #172 — Switch Transformers (Google, 2021). MoE at trillion scale.
Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Paper • 1701.06538 • Published • 7Note #173 — Outrageously Large Neural Networks (Shazeer et al., Google, 2017). The mixture-of-experts layer behind today's MoEs.
Emergent Abilities of Large Language Models
Paper • 2206.07682 • Published • 3Note #174 — Emergent Abilities of Large Language Models (Google, 2022).
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback
Paper • 2204.05862 • Published • 4Note #175 — Training a Helpful and Harmless Assistant with RLHF (Anthropic, 2022).
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Paper • 2005.11401 • Published • 14Note #176 — Retrieval-Augmented Generation (Meta, 2020). RAG.
ReAct: Synergizing Reasoning and Acting in Language Models
Paper • 2210.03629 • Published • 35Note #177 — ReAct: Synergizing Reasoning and Acting (Princeton + Google, 2022).
Toolformer: Language Models Can Teach Themselves to Use Tools
Paper • 2302.04761 • Published • 12Note #178 — Toolformer (Meta, 2023). LLMs learn to use tools.
Generative Agents: Interactive Simulacra of Human Behavior
Paper • 2304.03442 • Published • 16Note #179 — Generative Agents: Interactive Simulacra (Stanford, 2023). The Smallville paper.
allenai/WildChat-1M
Viewer • Updated • 838k • 32.1k • 446Note #180 — WildChat (AI2). Real user-LLM conversations, opened.
facebook/flores
Viewer • Updated • 1.23M • 8.82k • 107Note #181 — FLORES (Meta). The multilingual translation benchmark.
facebook/nllb-200-distilled-600M
Translation • Updated • 1.92M • 929Note #182 — NLLB (Meta, 2022). No Language Left Behind: 200 languages.
facebook/seamless-m4t-v2-large
Automatic Speech Recognition • 2B • Updated • 161k • 990Note #183 — SeamlessM4T (Meta, 2023). Universal speech translation.
facebook/mms-1b-all
Automatic Speech Recognition • 1.0B • Updated • 300k • 202Note #184 — MMS (Meta, 2023). Speech tech for 1,000+ languages.
distil-whisper/distil-large-v3
Automatic Speech Recognition • 0.8B • Updated • 776k • 376Note #185 — Distil-Whisper (Hugging Face). Whisper, 6x faster.
nvidia/parakeet-tdt-0.6b-v2
Automatic Speech Recognition • Updated • 363k • 1.51kNote #186 — Parakeet (NVIDIA, 2025). Top of the open ASR leaderboard.
nvidia/canary-1b
Automatic Speech Recognition • Updated • 2.22k • 457Note #187 — Canary (NVIDIA). Multilingual ASR and translation.
MLCommons/peoples_speech
Viewer • Updated • 8.05M • 37.6k • 271Note #188 — The People's Speech (MLCommons). 30K+ hours of open ASR data.
Open ASR Leaderboard
🏆1.39kExplore speech model performance benchmarks
Note #189 — Open ASR Leaderboard. Keeping speech recognition honest.
Whisper
📉2.79kTranscribe audio files into text instantly
Note #190 — The Whisper demo Space. Transcription for everyone.
nvidia/NV-Embed-v2
Feature Extraction • 8B • Updated • 25.3k • 513Note #191 — NV-Embed (NVIDIA). Top open embedding model of its day.
nomic-ai/nomic-embed-text-v1.5
Sentence Similarity • 0.1B • Updated • 16.1M • 860Note #192 — Nomic Embed (NYC). Open weights, open data embeddings.
MTEB Leaderboard
📊7.53kEmbedding Leaderboard
Note #193 — MTEB Leaderboard. Where embedding models compete.
answerdotai/ModernBERT-base
Fill-Mask • 0.1B • Updated • 10M • 1.07kNote #194 — ModernBERT (Answer.AI, 2024). BERT, rebuilt for the 2020s.
allenai/longformer-base-4096
Updated • 1.48M • 229Note #195 — Longformer (AI2, 2020). Long documents before long context.
microsoft/biogpt
Text Generation • Updated • 123k • 307Note #196 — BioGPT (Microsoft). Biomedical text generation.
facebook/esm2_t33_650M_UR50D
Fill-Mask • 0.7B • Updated • 1.2M • • 82Note #197 — ESM-2 (Meta). Protein language models, open sourced — Meta's open answer to AlphaFold.
facebook/esmfold_v1
Updated • 1.58M • 50Note #198 — ESMFold (Meta, 2022). Open protein structure prediction — Meta's open answer to AlphaFold.
allenai/peS2o
Updated • 11.5k • 198Note #199 — peS2o (AI2). Open academic papers corpus.
facebook/galactica-6.7b
Text Generation • Updated • 694 • 104Note #200 — Galactica (Meta, 2022). Ahead of its time, in every sense.
allenai/objaverse
Updated • 262k • 454Note #201 — Objaverse (AI2). 800K+ annotated 3D objects.
openai/shap-e
Text-to-3D • Updated • 3.26k • 277Note #202 — Shap-E (OpenAI, 2023). Open text-to-3D.
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis
Paper • 2003.08934 • Published • 2Note #203 — NeRF: Neural Radiance Fields (Berkeley + Google, 2020).
genmo/mochi-1-preview
Text-to-Video • Updated • 2.86k • • 1.33kNote #204 — Mochi (Genmo, 2024). Open video generation from the Bay.
playgroundai/playground-v2.5-1024px-aesthetic
Text-to-Image • Updated • 306k • • 767Note #205 — Playground v2.5. American open text-to-image.
fal/AuraFlow
Text-to-Image • Updated • 305 • • 654Note #206 — AuraFlow (fal). Open flow-based image generation.
DALL·E mini
🥑5.7kGenerate images from any text prompt
Note #207 — DALL-E mini (Boris Dayma, Texas). The Space that broke the internet in 2022.
Hierarchical Text-Conditional Image Generation with CLIP Latents
Paper • 2204.06125 • Published • 3Note #208 — DALL-E 2: Hierarchical Text-Conditional Image Generation (OpenAI, 2022).
Diffusion Models Beat GANs on Image Synthesis
Paper • 2105.05233 • Published • 2Note #209 — Diffusion Models Beat GANs on Image Synthesis (OpenAI, 2021).
google-research-datasets/conceptual_captions
Viewer • Updated • 5.34M • 16.3k • 108Note #210 — Conceptual Captions (Google). Image-text pretraining pioneer.
poloclub/diffusiondb
Updated • 11.1k • 632Note #211 — DiffusionDB (Georgia Tech). 14M images from Stable Diffusion users.
QR Code AI Art Generator
📱1.99kQR Code AI Art Generator Blend QR codes with AI Art
Note #212 — QR Code AI Art. Functional QR codes as art; a 2023 moment.
AI Comic Factory
👩11.2kCreate your own AI comic with a single prompt
Note #213 — AI Comic Factory. One of the most-liked Spaces ever.
chat-ui
🔥1.22kOpen HuggingChat web chat interface
Note #214 — HuggingChat. Open source ChatGPT alternative.
HuggingFaceTB/SmolLM3-3B
Text Generation • 3B • Updated • 698k • 981Note #215 — SmolLM3 (Hugging Face, 2025). Fully open small model, trained in the open.
HuggingFaceTB/cosmopedia
Viewer • Updated • 31.1M • 16.6k • 723Note #216 — Cosmopedia (Hugging Face). Largest open synthetic pretraining dataset.
LiquidAI/LFM2-1.2B
Text Generation • 1B • Updated • 144k • 355Note #217 — LFM2 (Liquid AI, MIT spinoff, 2025). Post-transformer architectures, open.
PrimeIntellect/INTELLECT-1
Text Generation • 10B • Updated • 119 • 67Note #218 — INTELLECT-1 (Prime Intellect, 2024). First decentralized-trained 10B model.
microsoft/bitnet-b1.58-2B-4T
Text Generation • 0.8B • Updated • 8.6k • 1.47kNote #219 — BitNet (Microsoft, 2025). 1.58-bit LLMs, for real.
nvidia/Llama-3_1-Nemotron-Ultra-253B-v1
Text Generation • 253B • Updated • 1.03k • 352Note #220 — Nemotron Ultra 253B (NVIDIA, 2025). Open reasoning at scale.
nvidia/GR00T-N1-2B
Robotics • 2B • Updated • 202 • 356Note #221 — GR00T N1 (NVIDIA, 2025). Open foundation model for humanoid robots.
lerobot/smolvla_base
Robotics • 0.5B • Updated • 49.4k • 396Note #222 — SmolVLA (Hugging Face LeRobot, 2025). Open vision-language-action model for robotics.
openvla/openvla-7b
Robotics • 8B • Updated • 1.28M • 237Note #223 — OpenVLA (Stanford, 2024). Open vision-language-action for robots.
meta-llama/Llama-3.3-70B-Instruct
Text Generation • 71B • Updated • 763k • • 2.88kNote #224 — Llama 3.3 70B (Meta). 405B-class quality, 70B price.
meta-llama/Llama-Guard-3-8B
Text Generation • 8B • Updated • 243k • • 308Note #225 — Llama Guard (Meta). Open safety classification.
google/gemma-3-27b-it
Image-Text-to-Text • 27B • Updated • 870k • • 1.99kNote #226 — Gemma 3 (Google, 2025). Multimodal, 140+ languages, single GPU.
Gemma: Open Models Based on Gemini Research and Technology
Paper • 2403.08295 • Published • 51Note #227 — Gemma: Open Models Based on Gemini Research (Google, 2024).
abisee/cnn_dailymail
Viewer • Updated • 936k • 261k • 346Note #228 — CNN/DailyMail (Stanford/Google). The summarization benchmark.
microsoft/ms_marco
Viewer • Updated • 1.11M • 22.3k • 244Note #229 — MS MARCO (Microsoft). The dataset behind neural search.
google-research-datasets/natural_questions
Viewer • Updated • 26.3k • 19.5k • 125Note #230 — Natural Questions (Google). Real queries, real answers.
Rowan/hellaswag
Viewer • Updated • 60k • 246k • 182Note #231 — HellaSwag (UW/AI2). Commonsense that fooled models for years.
allenai/winogrande
Viewer • Updated • 81.4k • 206k • 83Note #232 — WinoGrande (AI2). Winograd schemas at scale.
allenai/ai2_arc
Viewer • Updated • 7.79k • 418k • 363Note #233 — ARC (AI2). The AI2 Reasoning Challenge.
aps/super_glue
Viewer • Updated • 196k • 151k • 188Note #234 — SuperGLUE (NYU/UW). GLUE's harder sibling.
truthfulqa/truthful_qa
Viewer • Updated • 1.63k • 78k • 286Note #235 — TruthfulQA (OpenAI-affiliated, 2021). Measuring imitative falsehoods.
google/IFEval
Viewer • Updated • 541 • 87.9k • 155Note #236 — IFEval (Google). Instruction-following, verifiable.
Idavidrein/gpqa
Benchmark • Updated • 1.25k • 94.2k • 474Note #237 — GPQA (NYU). Google-proof graduate-level science questions.
cais/hle
Benchmark • Updated • 2.5k • 29.3k • 855Note #238 — Humanity's Last Exam (CAIS + Scale AI, 2025). The frontier benchmark.
gaia-benchmark/GAIA
Viewer • Updated • 932 • 16.3k • 713Note #239 — GAIA (Meta + Hugging Face). The agent benchmark.
Reward Bench Leaderboard
📐431Explore and compare model scores on RewardBench benchmarks
Note #240 — RewardBench (AI2). Evaluating reward models.
Big Code Models Leaderboard
📈1.51kExplore and compare code model performance on a leaderboard
Note #241 — BigCode Models Leaderboard. Open code model rankings.
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Paper • 1909.08053 • Published • 5Note #242 — Megatron-LM (NVIDIA, 2019). Model parallelism playbook.
ZeRO: Memory Optimizations Toward Training Trillion Parameter Models
Paper • 1910.02054 • Published • 11Note #243 — ZeRO (Microsoft, 2019). DeepSpeed's memory magic.
The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
Paper • 2406.17557 • Published • 105Note #244 — The FineWeb Datasets (Hugging Face, 2024).
OpenAI o1 System Card
Paper • 2412.16720 • Published • 38Note #245 — OpenAI o1 System Card (2024). Reasoning models arrive.
allenai/OLMo-7B
Text Generation • 7B • Updated • 55.3k • 653Note #246 — OLMo 1 (AI2, 2024). The first fully open LLM pipeline.
allenai/olmOCR-7B-0225-preview
Image-Text-to-Text • 8B • Updated • 2.39k • 708Note #247 — olmOCR (AI2, 2025). Open document understanding hit.
microsoft/layoutlmv3-base
0.1B • Updated • 856k • 501Note #248 — LayoutLMv3 (Microsoft). Document AI foundation.
DeepSite v4
🐳16.6kGenerate any application by Vibe Coding it
Note #249 — DeepSite. Vibe coding in a Space; 2025 phenomenon.
gpt-oss-120b & gpt-oss-20b Model Card
Paper • 2508.10925 • Published • 22Note #250 — gpt-oss-120b & gpt-oss-20b Model Card (OpenAI, 2025).