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Susant Achary

Susant-Achary

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https://huggingface.co/Susant-Achary

SSusantAchary

AI & ML interests

Tiny to Small Language Models, Building from India. Quantization and MLX

Recent Activity

updated a collection 3 days ago

<7B Best of MoE 🧠

updated a collection 3 days ago

<7B Best of MoE 🧠

updated a collection 3 days ago

<7B Best of MoE 🧠

View all activity

Organizations

Susant-Achary 's collections 26

<7B Best of MoE 🧠

Collection of Small size big impact MoE.

LiquidAI/LFM2-8B-A1B

Text Generation • 8B • Updated 4 days ago • 4.2k • 184
ibm-granite/granite-4.0-h-tiny

Text Generation • 7B • Updated 6 days ago • 28.8k • 134
microsoft/Phi-4-multimodal-instruct

Automatic Speech Recognition • 6B • Updated May 1 • 815k • 1.51k
google/gemma-3n-E4B-it

Image-Text-to-Text • 8B • Updated Jul 14 • 96k • 795

Audio Features

laion/clap-htsat-fused

Feature Extraction • 0.2B • Updated Mar 28 • 11.3M • • 40

Feature Extraction with 🧠 Text Embeddings

models for turning text, images, audio (and combos) into useful vectors or feature maps. Ideal for search/RAG, clustering, recommendation, retrieval.

BAAI/bge-base-en-v1.5

Feature Extraction • 0.1B • Updated Feb 21, 2024 • 5.62M • • 355
BAAI/bge-m3

Sentence Similarity • Updated Jul 3, 2024 • 5.93M • • 2.41k
facebook/bart-base

Feature Extraction • 0.1B • Updated Nov 16, 2022 • 2.32M • • 199
sentence-transformers/all-MiniLM-L12-v2

Sentence Similarity • 0.0B • Updated Mar 6 • 4.46M • • 271

🪶 Sept’25 <Text Generation Language Models >(Top Releases)

coding models and pipelines released this month that boost repo-level reasoning, GUI automation, and tool use. Focused on practical editing.

deepseek-ai/DeepSeek-V3.1

Text Generation • 685B • Updated Sep 5 • 436k • • 780
deepseek-ai/DeepSeek-V3.2-Exp

Text Generation • 685B • Updated 4 days ago • 52.2k • • 627
mistralai/Magistral-Small-2509

24B • Updated 25 days ago • 25.3k • 240
openbmb/MiniCPM4.1-8B

Text Generation • 8B • Updated 5 days ago • 1.86k • 313

🖼️ **Text2Image, i2i ** September ’25 (Top Releases)

Cutting-edge image generation & VLM updates from September ’25. This collection spotlights models that improved text rendering, layout control & more.

tencent/HunyuanImage-3.0

Text-to-Image • 83B • Updated 11 days ago • 3.11k • • 868
Qwen/Qwen-Image-Edit-2509

Image-to-Image • Updated 21 days ago • 98k • • 565
Qwen/Qwen3-VL-235B-A22B-Thinking

Image-Text-to-Text • 236B • Updated 9 days ago • 31.2k • • 275

📄➡️🔊 Text-to-Speech (TTS)

Speech synthesis models that turn text into natural audio. Includes multilingual TTS, low-latency real-time models, and voice-cloning variants.

coqui/XTTS-v2

Text-to-Speech • Updated Dec 11, 2023 • 5.56M • 3.09k
hexgrad/Kokoro-82M

Text-to-Speech • Updated Apr 10 • 3.53M • • 5.13k
ResembleAI/chatterbox

Text-to-Speech • Updated 20 days ago • 909k • • 1.21k
SWivid/F5-TTS

Text-to-Speech • Updated Mar 21 • 517k • 1.11k

📚➡️🎨Text-to-Image

State-of-the-art diffusion and generative models that turn text prompts into detailed images. Includes lightweight CPU-friendly and photorealistic mdl

stable-diffusion-v1-5/stable-diffusion-v1-5

Text-to-Image • Updated Sep 7, 2024 • 2.73M • 844
stabilityai/stable-diffusion-xl-base-1.0

Text-to-Image • Updated Oct 30, 2023 • 2.47M • • 7.03k
stabilityai/sd-turbo

Text-to-Image • Updated Jul 10, 2024 • 3.82M • 414
black-forest-labs/FLUX.1-dev

Text-to-Image • Updated Jun 27 • 1.65M • • 11.6k

🎨➡️✍️ Image-to-Text

OCR, captioning, and visual QA models that turn pure images into descriptive or structured text.

Salesforce/blip-image-captioning-base

Image-to-Text • Updated Feb 3 • 1.88M • 790
Salesforce/blip-image-captioning-large

Image-to-Text • 0.5B • Updated Feb 3 • 1.07M • 1.42k
nlpconnect/vit-gpt2-image-captioning

Image-to-Text • Updated Feb 27, 2023 • 992k • 915
microsoft/trocr-base-handwritten

Image-to-Text • 0.3B • Updated Feb 11 • 338k • 450

🌀 Any-to-Any Multimodal Models

Models that can flexibly convert across modalities (text, image, audio, video). Ideal for researchers exploring unified multimodal-AI.

Qwen/Qwen2.5-Omni-3B

Any-to-Any • 6B • Updated Apr 30 • 297k • 299
Qwen/Qwen2.5-Omni-7B

Any-to-Any • 11B • Updated Apr 30 • 262k • 1.8k
deepseek-ai/Janus-Pro-1B

Any-to-Any • Updated Feb 1 • 8.14k • 464
openbmb/MiniCPM-o-2_6

Any-to-Any • 9B • Updated 8 days ago • 109k • 1.25k

👨‍💻Mathematical Reasoning 🧮

Datasets tackling AI Toughest Challenges

nvidia/OpenMathInstruct-2

Viewer • Updated Nov 25, 2024 • 22M • 13k • 205
AI-MO/NuminaMath-CoT

Viewer • Updated Nov 25, 2024 • 860k • 9.01k • 492
meta-math/MetaMathQA

Viewer • Updated Dec 21, 2023 • 395k • 8.28k • 406

🧩 Long-Context Models (≥128k) CODING

10 CODING models that support ≥128k context (native or via officially documented scaling)

meta-llama/Llama-3.1-8B-Instruct

Text Generation • 8B • Updated Sep 25, 2024 • 6.16M • • 4.74k
google/gemma-3-4b-it

Image-Text-to-Text • 4B • Updated Mar 21 • 1.05M • 890
Qwen/Qwen3-Coder-30B-A3B-Instruct

Text Generation • 31B • Updated Aug 21 • 646k • • 670
deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct

Text Generation • 16B • Updated Jul 3, 2024 • 318k • • 482

🧩 Long-Context Models (≥128k) under 8B

microsoft/Phi-3-mini-128k-instruct

Text Generation • 4B • Updated Mar 2 • 287k • 1.68k
microsoft/Phi-3-vision-128k-instruct

Text Generation • 4B • Updated Aug 20, 2024 • 48.9k • 967
Menlo/Jan-nano-128k-gguf

Text Generation • 4B • Updated Jul 1 • 14.2k • 69
unsloth/SmolLM3-3B-128K-GGUF

3B • Updated Jul 8 • 6.99k • 29

Qwen3

Best of Qwen3 Series of Models

Qwen/Qwen3-30B-A3B-Instruct-2507

Text Generation • 31B • Updated 26 days ago • 1.6M • • 610
Qwen/Qwen3-Next-80B-A3B-Thinking

Text Generation • 81B • Updated 28 days ago • 1.51M • • 427
Qwen/Qwen3-Coder-30B-A3B-Instruct

Text Generation • 31B • Updated Aug 21 • 646k • • 670
Qwen/Qwen3-Omni-30B-A3B-Instruct

Any-to-Any • 35B • Updated 21 days ago • 305k • 635

🍎 MLX-Quantized Models (3/4/5/6-bit) Mac & iOS

Curated MLX-ready quantized LLMs that run fast on Apple Silicon (and some on iOS). Every card lists Bits · Group size · Peak UM (GB) · Stable context.

mlx-community/Apriel-1.5-15b-Thinker-3bit-MLX

Image-Text-to-Text • Updated 10 days ago • 64
mlx-community/Apriel-1.5-15b-Thinker-6bit-MLX

Image-Text-to-Text • Updated 10 days ago • 137
mlx-community/granite-4.0-h-tiny-3bit-MLX

Text Generation • 0.9B • Updated 10 days ago • 301 • 2
mlx-community/granite-4.0-tiny-preview-4bit

Text Generation • 1B • Updated Sep 10 • 145

🖼️ Vision Backbones & Image Embeddings

facebook/dinov2-base

Image Feature Extraction • 0.1B • Updated Jan 17, 2024 • 8.63M • 150
openai/clip-vit-large-patch14-336

Zero-Shot Image Classification • Updated Oct 4, 2022 • 3.18M • 274
google/siglip-so400m-patch14-384

Zero-Shot Image Classification • 0.9B • Updated Sep 26, 2024 • 2.13M • 606
BAAI/EVA-CLIP-8B

Feature Extraction • Updated Feb 7, 2024 • 1.93k • 50

🧊Sept 25 <Image-to-3D> [Top Releases]

Models that turn a single image (or image+prompt) into 3D assets meshes, Gaussians, or point clouds suited for AR/VR, product turntables, game props.

tencent/Hunyuan3D-Omni

Image-to-3D • Updated 14 days ago • 2.24k • 123
tencent/Hunyuan3D-Part

Updated 15 days ago • 3.9k • 491
facebook/VGGT-1B-Commercial

Image-to-3D • Updated 26 days ago • 177 • 45
Stable-X/vggt-object-v0-1

Image-to-3D • Updated Sep 9 • 1.46k • 6

🎬 ✍️ Sept 25 <Video & Text2Video> (Top Releases)

open T2V & animation models emphasizing temporal coherence, controllability, and real-time playback. Great starting point for creative tools, Ads.

ai-forever/Kandinsky-5.0-T2V-Lite-pretrain-5s

Updated 13 days ago • 52 • 6
Efficient-Large-Model/LongLive-1.3B

Updated 14 days ago • 36
Wan-AI/Wan2.2-Animate-14B

Updated 24 days ago • 60.8k • 662
bytedance-research/HuMo

Image-to-Video • Updated 25 days ago • 664 • 226

Top Apache 2.0 License

Free and Open Source provided you don't source model and claim right

openai/whisper-large-v3

Automatic Speech Recognition • 2B • Updated Aug 12, 2024 • 4.18M • • 4.99k
facebook/wav2vec2-base-960h

Automatic Speech Recognition • 0.1B • Updated Nov 14, 2022 • 4.19M • 381
openai/whisper-small

Automatic Speech Recognition • 0.2B • Updated Feb 29, 2024 • 2.28M • 460
openai/whisper-tiny

Automatic Speech Recognition • 0.0B • Updated Feb 29, 2024 • 644k • 370

✍️➡️🎬 Text-to-Video

Models that create short videos from written prompts. Perfect for experimentation in generative video and creative storytelling.

Wan-AI/Wan2.2-I2V-A14B-Diffusers

Image-to-Video • Updated Aug 9 • 127k • • 127
Wan-AI/Wan2.1-T2V-1.3B-Diffusers

Text-to-Video • Updated Apr 4 • 83.5k • 91
ByteDance/AnimateDiff-Lightning

Text-to-Video • Updated Jan 6 • 23.8k • 964
genmo/mochi-1-preview

Text-to-Video • Updated Sep 4 • 9.3k • • 1.27k

🖌️ Image-to-Image

Image editing and transformation models :- from style transfer to super-resolution, inpainting, and diffusion-based edits.

stabilityai/stable-diffusion-xl-refiner-1.0

Image-to-Image • Updated Sep 25, 2023 • 424k • 1.98k
black-forest-labs/FLUX.1-Kontext-dev

Image-to-Image • Updated Jun 27 • 324k • • 2.34k
Qwen/Qwen-Image-Edit

Image-to-Image • Updated Aug 25 • 205k • • 2.01k
lllyasviel/sd-controlnet-canny

Image-to-Image • Updated May 1, 2023 • 191k • 231

🖼️➡️📚 Image-Text-to-Text

Multimodal models that take image + text as input and produce natural language output. Use cases: chart QA, visual document reasoning, VQA.

Qwen/Qwen2.5-VL-7B-Instruct

Image-Text-to-Text • 8B • Updated Apr 6 • 3.38M • • 1.3k
Qwen/Qwen2.5-VL-3B-Instruct

Image-Text-to-Text • 4B • Updated Apr 6 • 4.14M • 528
google/gemma-3-4b-it

Image-Text-to-Text • 4B • Updated Mar 21 • 1.05M • 890
nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1

Image-Text-to-Text • Updated Jun 13 • 1.36M • 159

✍️ Text Generation

Collection of top open LLMs for writing, summarization, chat, reasoning, and document drafting. Includes small SLMs for devices and large models .

openai-community/gpt2

Text Generation • 0.1B • Updated Feb 19, 2024 • 10.4M • 2.98k
facebook/opt-125m

Text Generation • Updated Sep 15, 2023 • 4.89M • 220
Qwen/Qwen2.5-3B-Instruct

Text Generation • 3B • Updated Sep 25, 2024 • 5.3M • 319
meta-llama/Llama-3.1-8B-Instruct

Text Generation • 8B • Updated Sep 25, 2024 • 6.16M • • 4.74k

🧠General Purpose Dataset < 10M samples

Dataset that can 🌐chat, ⚡code and 🧮reasoning

BAAI/Infinity-Instruct

Viewer • Updated Jun 17 • 21.9M • 2.97k • 669
chargoddard/WebInstructSub-prometheus

Viewer • Updated May 15, 2024 • 2.39M • 485 • 25
arcee-ai/The-Tome

Viewer • Updated Aug 15, 2024 • 1.75M • 329 • 101

🍎 MLX-Ready LLMs

MLX weights and proven for MLX inference

mlx-community/gpt-oss-20b-MXFP4-Q8

Text Generation • 21B • Updated Aug 29 • 810k • 12
lmstudio-community/Seed-OSS-36B-Instruct-MLX-4bit

Text Generation • 36B • Updated Aug 26 • 271k
lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit

Text Generation • 0.6B • Updated Aug 6 • 463k • 9
mlx-community/parakeet-tdt-0.6b-v2

Automatic Speech Recognition • 0.6B • Updated May 10 • 510k • 32

📱 OnDevice -Ready SLMs (≤4B)

Tiny, fast models that run on iPhone/iPad or Mac with very low memory. Great for quick replies, offline note-assist, and routing

lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit

Text Generation • 1B • Updated Aug 6 • 453k • 7
lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit

Text Generation • 1B • Updated May 29 • 238k • 5
lmstudio-community/gemma-3n-E4B-it-MLX-4bit

Image-Text-to-Text • Updated Jul 21 • 187k • 1
mlx-community/gemma-3-4b-it-qat-4bit

Image-Text-to-Text • 0.9B • Updated Apr 21 • 57.8k • 5

GPT2-JungleBook-from-Scratch-Models

The primary objective of project is to explore & analyze the impact of model size on text generation quality with GPT-2 arch trained from scratch.

Susant-Achary/gpt2-jungle-book-100M

Text Generation • 0.3B • Updated Jan 25 • 2
Susant-Achary/gpt2-jungle-book-59M

Text Generation • 0.2B • Updated Jan 25 • 1
Susant-Achary/gpt2-jungle-book-37M

Text Generation • 0.1B • Updated Jan 25 • 1
Susant-Achary/gpt2-jungle-book-22M

Text Generation • 0.1B • Updated Jan 25 • 1

<7B Best of MoE 🧠

Collection of Small size big impact MoE.

LiquidAI/LFM2-8B-A1B

Text Generation • 8B • Updated 4 days ago • 4.2k • 184
ibm-granite/granite-4.0-h-tiny

Text Generation • 7B • Updated 6 days ago • 28.8k • 134
microsoft/Phi-4-multimodal-instruct

Automatic Speech Recognition • 6B • Updated May 1 • 815k • 1.51k
google/gemma-3n-E4B-it

Image-Text-to-Text • 8B • Updated Jul 14 • 96k • 795

🍎 MLX-Quantized Models (3/4/5/6-bit) Mac & iOS

Curated MLX-ready quantized LLMs that run fast on Apple Silicon (and some on iOS). Every card lists Bits · Group size · Peak UM (GB) · Stable context.

mlx-community/Apriel-1.5-15b-Thinker-3bit-MLX

Image-Text-to-Text • Updated 10 days ago • 64
mlx-community/Apriel-1.5-15b-Thinker-6bit-MLX

Image-Text-to-Text • Updated 10 days ago • 137
mlx-community/granite-4.0-h-tiny-3bit-MLX

Text Generation • 0.9B • Updated 10 days ago • 301 • 2
mlx-community/granite-4.0-tiny-preview-4bit

Text Generation • 1B • Updated Sep 10 • 145

Audio Features

laion/clap-htsat-fused

Feature Extraction • 0.2B • Updated Mar 28 • 11.3M • • 40

🖼️ Vision Backbones & Image Embeddings

facebook/dinov2-base

Image Feature Extraction • 0.1B • Updated Jan 17, 2024 • 8.63M • 150
openai/clip-vit-large-patch14-336

Zero-Shot Image Classification • Updated Oct 4, 2022 • 3.18M • 274
google/siglip-so400m-patch14-384

Zero-Shot Image Classification • 0.9B • Updated Sep 26, 2024 • 2.13M • 606
BAAI/EVA-CLIP-8B

Feature Extraction • Updated Feb 7, 2024 • 1.93k • 50

Feature Extraction with 🧠 Text Embeddings

models for turning text, images, audio (and combos) into useful vectors or feature maps. Ideal for search/RAG, clustering, recommendation, retrieval.

BAAI/bge-base-en-v1.5

Feature Extraction • 0.1B • Updated Feb 21, 2024 • 5.62M • • 355
BAAI/bge-m3

Sentence Similarity • Updated Jul 3, 2024 • 5.93M • • 2.41k
facebook/bart-base

Feature Extraction • 0.1B • Updated Nov 16, 2022 • 2.32M • • 199
sentence-transformers/all-MiniLM-L12-v2

Sentence Similarity • 0.0B • Updated Mar 6 • 4.46M • • 271

🧊Sept 25 <Image-to-3D> [Top Releases]

Models that turn a single image (or image+prompt) into 3D assets meshes, Gaussians, or point clouds suited for AR/VR, product turntables, game props.

tencent/Hunyuan3D-Omni

Image-to-3D • Updated 14 days ago • 2.24k • 123
tencent/Hunyuan3D-Part

Updated 15 days ago • 3.9k • 491
facebook/VGGT-1B-Commercial

Image-to-3D • Updated 26 days ago • 177 • 45
Stable-X/vggt-object-v0-1

Image-to-3D • Updated Sep 9 • 1.46k • 6

🪶 Sept’25 <Text Generation Language Models >(Top Releases)

coding models and pipelines released this month that boost repo-level reasoning, GUI automation, and tool use. Focused on practical editing.

deepseek-ai/DeepSeek-V3.1

Text Generation • 685B • Updated Sep 5 • 436k • • 780
deepseek-ai/DeepSeek-V3.2-Exp

Text Generation • 685B • Updated 4 days ago • 52.2k • • 627
mistralai/Magistral-Small-2509

24B • Updated 25 days ago • 25.3k • 240
openbmb/MiniCPM4.1-8B

Text Generation • 8B • Updated 5 days ago • 1.86k • 313

🎬 ✍️ Sept 25 <Video & Text2Video> (Top Releases)

open T2V & animation models emphasizing temporal coherence, controllability, and real-time playback. Great starting point for creative tools, Ads.

ai-forever/Kandinsky-5.0-T2V-Lite-pretrain-5s

Updated 13 days ago • 52 • 6
Efficient-Large-Model/LongLive-1.3B

Updated 14 days ago • 36
Wan-AI/Wan2.2-Animate-14B

Updated 24 days ago • 60.8k • 662
bytedance-research/HuMo

Image-to-Video • Updated 25 days ago • 664 • 226

🖼️ **Text2Image, i2i ** September ’25 (Top Releases)

Cutting-edge image generation & VLM updates from September ’25. This collection spotlights models that improved text rendering, layout control & more.

tencent/HunyuanImage-3.0

Text-to-Image • 83B • Updated 11 days ago • 3.11k • • 868
Qwen/Qwen-Image-Edit-2509

Image-to-Image • Updated 21 days ago • 98k • • 565
Qwen/Qwen3-VL-235B-A22B-Thinking

Image-Text-to-Text • 236B • Updated 9 days ago • 31.2k • • 275

Top Apache 2.0 License

Free and Open Source provided you don't source model and claim right

openai/whisper-large-v3

Automatic Speech Recognition • 2B • Updated Aug 12, 2024 • 4.18M • • 4.99k
facebook/wav2vec2-base-960h

Automatic Speech Recognition • 0.1B • Updated Nov 14, 2022 • 4.19M • 381
openai/whisper-small

Automatic Speech Recognition • 0.2B • Updated Feb 29, 2024 • 2.28M • 460
openai/whisper-tiny

Automatic Speech Recognition • 0.0B • Updated Feb 29, 2024 • 644k • 370

📄➡️🔊 Text-to-Speech (TTS)

Speech synthesis models that turn text into natural audio. Includes multilingual TTS, low-latency real-time models, and voice-cloning variants.

coqui/XTTS-v2

Text-to-Speech • Updated Dec 11, 2023 • 5.56M • 3.09k
hexgrad/Kokoro-82M

Text-to-Speech • Updated Apr 10 • 3.53M • • 5.13k
ResembleAI/chatterbox

Text-to-Speech • Updated 20 days ago • 909k • • 1.21k
SWivid/F5-TTS

Text-to-Speech • Updated Mar 21 • 517k • 1.11k

✍️➡️🎬 Text-to-Video

Models that create short videos from written prompts. Perfect for experimentation in generative video and creative storytelling.

Wan-AI/Wan2.2-I2V-A14B-Diffusers

Image-to-Video • Updated Aug 9 • 127k • • 127
Wan-AI/Wan2.1-T2V-1.3B-Diffusers

Text-to-Video • Updated Apr 4 • 83.5k • 91
ByteDance/AnimateDiff-Lightning

Text-to-Video • Updated Jan 6 • 23.8k • 964
genmo/mochi-1-preview

Text-to-Video • Updated Sep 4 • 9.3k • • 1.27k

📚➡️🎨Text-to-Image

State-of-the-art diffusion and generative models that turn text prompts into detailed images. Includes lightweight CPU-friendly and photorealistic mdl

stable-diffusion-v1-5/stable-diffusion-v1-5

Text-to-Image • Updated Sep 7, 2024 • 2.73M • 844
stabilityai/stable-diffusion-xl-base-1.0

Text-to-Image • Updated Oct 30, 2023 • 2.47M • • 7.03k
stabilityai/sd-turbo

Text-to-Image • Updated Jul 10, 2024 • 3.82M • 414
black-forest-labs/FLUX.1-dev

Text-to-Image • Updated Jun 27 • 1.65M • • 11.6k

🖌️ Image-to-Image

Image editing and transformation models :- from style transfer to super-resolution, inpainting, and diffusion-based edits.

stabilityai/stable-diffusion-xl-refiner-1.0

Image-to-Image • Updated Sep 25, 2023 • 424k • 1.98k
black-forest-labs/FLUX.1-Kontext-dev

Image-to-Image • Updated Jun 27 • 324k • • 2.34k
Qwen/Qwen-Image-Edit

Image-to-Image • Updated Aug 25 • 205k • • 2.01k
lllyasviel/sd-controlnet-canny

Image-to-Image • Updated May 1, 2023 • 191k • 231

🎨➡️✍️ Image-to-Text

OCR, captioning, and visual QA models that turn pure images into descriptive or structured text.

Salesforce/blip-image-captioning-base

Image-to-Text • Updated Feb 3 • 1.88M • 790
Salesforce/blip-image-captioning-large

Image-to-Text • 0.5B • Updated Feb 3 • 1.07M • 1.42k
nlpconnect/vit-gpt2-image-captioning

Image-to-Text • Updated Feb 27, 2023 • 992k • 915
microsoft/trocr-base-handwritten

Image-to-Text • 0.3B • Updated Feb 11 • 338k • 450

🖼️➡️📚 Image-Text-to-Text

Multimodal models that take image + text as input and produce natural language output. Use cases: chart QA, visual document reasoning, VQA.

Qwen/Qwen2.5-VL-7B-Instruct

Image-Text-to-Text • 8B • Updated Apr 6 • 3.38M • • 1.3k
Qwen/Qwen2.5-VL-3B-Instruct

Image-Text-to-Text • 4B • Updated Apr 6 • 4.14M • 528
google/gemma-3-4b-it

Image-Text-to-Text • 4B • Updated Mar 21 • 1.05M • 890
nvidia/Llama-3.1-Nemotron-Nano-VL-8B-V1

Image-Text-to-Text • Updated Jun 13 • 1.36M • 159

🌀 Any-to-Any Multimodal Models

Models that can flexibly convert across modalities (text, image, audio, video). Ideal for researchers exploring unified multimodal-AI.

Qwen/Qwen2.5-Omni-3B

Any-to-Any • 6B • Updated Apr 30 • 297k • 299
Qwen/Qwen2.5-Omni-7B

Any-to-Any • 11B • Updated Apr 30 • 262k • 1.8k
deepseek-ai/Janus-Pro-1B

Any-to-Any • Updated Feb 1 • 8.14k • 464
openbmb/MiniCPM-o-2_6

Any-to-Any • 9B • Updated 8 days ago • 109k • 1.25k

✍️ Text Generation

Collection of top open LLMs for writing, summarization, chat, reasoning, and document drafting. Includes small SLMs for devices and large models .

openai-community/gpt2

Text Generation • 0.1B • Updated Feb 19, 2024 • 10.4M • 2.98k
facebook/opt-125m

Text Generation • Updated Sep 15, 2023 • 4.89M • 220
Qwen/Qwen2.5-3B-Instruct

Text Generation • 3B • Updated Sep 25, 2024 • 5.3M • 319
meta-llama/Llama-3.1-8B-Instruct

Text Generation • 8B • Updated Sep 25, 2024 • 6.16M • • 4.74k

👨‍💻Mathematical Reasoning 🧮

Datasets tackling AI Toughest Challenges

nvidia/OpenMathInstruct-2

Viewer • Updated Nov 25, 2024 • 22M • 13k • 205
AI-MO/NuminaMath-CoT

Viewer • Updated Nov 25, 2024 • 860k • 9.01k • 492
meta-math/MetaMathQA

Viewer • Updated Dec 21, 2023 • 395k • 8.28k • 406

🧠General Purpose Dataset < 10M samples

Dataset that can 🌐chat, ⚡code and 🧮reasoning

BAAI/Infinity-Instruct

Viewer • Updated Jun 17 • 21.9M • 2.97k • 669
chargoddard/WebInstructSub-prometheus

Viewer • Updated May 15, 2024 • 2.39M • 485 • 25
arcee-ai/The-Tome

Viewer • Updated Aug 15, 2024 • 1.75M • 329 • 101

🧩 Long-Context Models (≥128k) CODING

10 CODING models that support ≥128k context (native or via officially documented scaling)

meta-llama/Llama-3.1-8B-Instruct

Text Generation • 8B • Updated Sep 25, 2024 • 6.16M • • 4.74k
google/gemma-3-4b-it

Image-Text-to-Text • 4B • Updated Mar 21 • 1.05M • 890
Qwen/Qwen3-Coder-30B-A3B-Instruct

Text Generation • 31B • Updated Aug 21 • 646k • • 670
deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct

Text Generation • 16B • Updated Jul 3, 2024 • 318k • • 482

🍎 MLX-Ready LLMs

MLX weights and proven for MLX inference

mlx-community/gpt-oss-20b-MXFP4-Q8

Text Generation • 21B • Updated Aug 29 • 810k • 12
lmstudio-community/Seed-OSS-36B-Instruct-MLX-4bit

Text Generation • 36B • Updated Aug 26 • 271k
lmstudio-community/Qwen3-4B-Thinking-2507-MLX-4bit

Text Generation • 0.6B • Updated Aug 6 • 463k • 9
mlx-community/parakeet-tdt-0.6b-v2

Automatic Speech Recognition • 0.6B • Updated May 10 • 510k • 32

🧩 Long-Context Models (≥128k) under 8B

microsoft/Phi-3-mini-128k-instruct

Text Generation • 4B • Updated Mar 2 • 287k • 1.68k
microsoft/Phi-3-vision-128k-instruct

Text Generation • 4B • Updated Aug 20, 2024 • 48.9k • 967
Menlo/Jan-nano-128k-gguf

Text Generation • 4B • Updated Jul 1 • 14.2k • 69
unsloth/SmolLM3-3B-128K-GGUF

3B • Updated Jul 8 • 6.99k • 29

📱 OnDevice -Ready SLMs (≤4B)

Tiny, fast models that run on iPhone/iPad or Mac with very low memory. Great for quick replies, offline note-assist, and routing

lmstudio-community/Qwen3-4B-Thinking-2507-MLX-8bit

Text Generation • 1B • Updated Aug 6 • 453k • 7
lmstudio-community/DeepSeek-R1-0528-Qwen3-8B-MLX-4bit

Text Generation • 1B • Updated May 29 • 238k • 5
lmstudio-community/gemma-3n-E4B-it-MLX-4bit

Image-Text-to-Text • Updated Jul 21 • 187k • 1
mlx-community/gemma-3-4b-it-qat-4bit

Image-Text-to-Text • 0.9B • Updated Apr 21 • 57.8k • 5

Qwen3

Best of Qwen3 Series of Models

Qwen/Qwen3-30B-A3B-Instruct-2507

Text Generation • 31B • Updated 26 days ago • 1.6M • • 610
Qwen/Qwen3-Next-80B-A3B-Thinking

Text Generation • 81B • Updated 28 days ago • 1.51M • • 427
Qwen/Qwen3-Coder-30B-A3B-Instruct

Text Generation • 31B • Updated Aug 21 • 646k • • 670
Qwen/Qwen3-Omni-30B-A3B-Instruct

Any-to-Any • 35B • Updated 21 days ago • 305k • 635

GPT2-JungleBook-from-Scratch-Models

The primary objective of project is to explore & analyze the impact of model size on text generation quality with GPT-2 arch trained from scratch.

Susant-Achary/gpt2-jungle-book-100M

Text Generation • 0.3B • Updated Jan 25 • 2
Susant-Achary/gpt2-jungle-book-59M

Text Generation • 0.2B • Updated Jan 25 • 1
Susant-Achary/gpt2-jungle-book-37M

Text Generation • 0.1B • Updated Jan 25 • 1
Susant-Achary/gpt2-jungle-book-22M

Text Generation • 0.1B • Updated Jan 25 • 1