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Collections

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Collections trending this week

CodeShell - 北大

InstructBLIP models

A collection that contains all InstructBLIP models!

Salesforce/instructblip-vicuna-7b

Image-Text-to-Text • 8B • Updated Feb 3, 2025 • 10.5k • 102
Salesforce/instructblip-vicuna-13b

Image-Text-to-Text • 14B • Updated Feb 3, 2025 • 255 • 42
Salesforce/instructblip-flan-t5-xxl

Image-Text-to-Text • 12B • Updated Feb 3, 2025 • 255 • 21
Salesforce/instructblip-flan-t5-xl

Image-Text-to-Text • 4B • Updated Feb 3, 2025 • 48k • 30

The newest flagship non-reasoning model series.

inclusionAI/Ling-2.5-1T

Text Generation • 1T • Updated Feb 16 • 377 • 114

Zooming-without-Zooming

Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception

Paper • 2602.11858 • Published Feb 12 • 61
inclusionAI/ZwZ-4B

Image-Text-to-Text • 5B • Updated Mar 4 • 274 • 32
inclusionAI/ZwZ-8B

Image-Text-to-Text • 9B • Updated Apr 13 • 171 • 50
inclusionAI/ZwZ-RL-VQA

Viewer • Updated May 28 • 111k • 3.79k • 17

Optimizing Sub-billion Parameter Language Models for On-Device Use Cases (ICML 2024) https://arxiv.org/abs/2402.14905

MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases

Paper • 2402.14905 • Published Feb 22, 2024 • 135
facebook/MobileLLM-125M

Text Generation • Updated May 5, 2025 • 1.55k • 136
facebook/MobileLLM-350M

Text Generation • Updated May 5, 2025 • 26 • 37
facebook/MobileLLM-600M

Text Generation • Updated May 5, 2025 • 16 • 30

Contain all my Frankenstein 20B Llama2 models, I received a lots of good feedback on them.

Undi95/PsyMedRP-v1-20B

Text Generation • 20B • Updated Oct 6, 2023 • 102 • 39
Undi95/Emerhyst-20B

Text Generation • 20B • Updated Nov 17, 2023 • 113 • 48
Undi95/MLewd-ReMM-L2-Chat-20B

Text Generation • 20B • Updated Nov 17, 2023 • 113 • 29
Undi95/U-Amethyst-20B

Text Generation • 20B • Updated Nov 17, 2023 • 107 • 31

A collection of all BLIP2 models!

Salesforce/blip2-opt-2.7b

Image-Text-to-Text • 4B • Updated Feb 3, 2025 • 562k • 448
Salesforce/blip2-flan-t5-xxl

Image-Text-to-Text • 12B • Updated Feb 3, 2025 • 946 • 94
Salesforce/blip2-opt-6.7b-coco

Image-Text-to-Text • 8B • Updated Feb 3, 2025 • 1.16k • 35
Salesforce/blip2-opt-6.7b

Image-Text-to-Text • 8B • Updated Feb 3, 2025 • 11.1k • 80

inclusionAI/Ring-2.5-1T

Text Generation • 1T • Updated Apr 13 • 3.9k • 243

Qwen3-Embedding

Qwen/Qwen3-Embedding-0.6B-GGUF

0.6B • Updated Jul 14, 2025 • 107k • 571
Qwen/Qwen3-Embedding-0.6B

Feature Extraction • 0.6B • Updated Apr 20 • 7.81M • • 1.19k
Qwen/Qwen3-Embedding-4B

Feature Extraction • 4B • Updated Jun 20, 2025 • 2.49M • • 320
Qwen/Qwen3-Embedding-8B

Feature Extraction • 8B • Updated Jul 7, 2025 • 2.25M • • 799

Models continually pretrained using LayerSkip - https://arxiv.org/abs/2404.16710

LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Paper • 2404.16710 • Published Apr 25, 2024 • 81
facebook/layerskip-llama2-7B

Text Generation • 7B • Updated Oct 19, 2024 • 52 • 17
facebook/layerskip-llama2-13B

Text Generation • 13B • Updated Oct 19, 2024 • 6
facebook/layerskip-llama2-70B

Text Generation • 69B • Updated Nov 3, 2024 • 94 • 5

CodeShell - 北大

Contain all my Frankenstein 20B Llama2 models, I received a lots of good feedback on them.

Undi95/PsyMedRP-v1-20B

Text Generation • 20B • Updated Oct 6, 2023 • 102 • 39
Undi95/Emerhyst-20B

Text Generation • 20B • Updated Nov 17, 2023 • 113 • 48
Undi95/MLewd-ReMM-L2-Chat-20B

Text Generation • 20B • Updated Nov 17, 2023 • 113 • 29
Undi95/U-Amethyst-20B

Text Generation • 20B • Updated Nov 17, 2023 • 107 • 31

InstructBLIP models

A collection that contains all InstructBLIP models!

Salesforce/instructblip-vicuna-7b

Image-Text-to-Text • 8B • Updated Feb 3, 2025 • 10.5k • 102
Salesforce/instructblip-vicuna-13b

Image-Text-to-Text • 14B • Updated Feb 3, 2025 • 255 • 42
Salesforce/instructblip-flan-t5-xxl

Image-Text-to-Text • 12B • Updated Feb 3, 2025 • 255 • 21
Salesforce/instructblip-flan-t5-xl

Image-Text-to-Text • 4B • Updated Feb 3, 2025 • 48k • 30

A collection of all BLIP2 models!

Salesforce/blip2-opt-2.7b

Image-Text-to-Text • 4B • Updated Feb 3, 2025 • 562k • 448
Salesforce/blip2-flan-t5-xxl

Image-Text-to-Text • 12B • Updated Feb 3, 2025 • 946 • 94
Salesforce/blip2-opt-6.7b-coco

Image-Text-to-Text • 8B • Updated Feb 3, 2025 • 1.16k • 35
Salesforce/blip2-opt-6.7b

Image-Text-to-Text • 8B • Updated Feb 3, 2025 • 11.1k • 80

The newest flagship non-reasoning model series.

inclusionAI/Ling-2.5-1T

Text Generation • 1T • Updated Feb 16 • 377 • 114

inclusionAI/Ring-2.5-1T

Text Generation • 1T • Updated Apr 13 • 3.9k • 243

Zooming-without-Zooming

Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception

Paper • 2602.11858 • Published Feb 12 • 61
inclusionAI/ZwZ-4B

Image-Text-to-Text • 5B • Updated Mar 4 • 274 • 32
inclusionAI/ZwZ-8B

Image-Text-to-Text • 9B • Updated Apr 13 • 171 • 50
inclusionAI/ZwZ-RL-VQA

Viewer • Updated May 28 • 111k • 3.79k • 17

Qwen3-Embedding

Qwen/Qwen3-Embedding-0.6B-GGUF

0.6B • Updated Jul 14, 2025 • 107k • 571
Qwen/Qwen3-Embedding-0.6B

Feature Extraction • 0.6B • Updated Apr 20 • 7.81M • • 1.19k
Qwen/Qwen3-Embedding-4B

Feature Extraction • 4B • Updated Jun 20, 2025 • 2.49M • • 320
Qwen/Qwen3-Embedding-8B

Feature Extraction • 8B • Updated Jul 7, 2025 • 2.25M • • 799

Optimizing Sub-billion Parameter Language Models for On-Device Use Cases (ICML 2024) https://arxiv.org/abs/2402.14905

MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases

Paper • 2402.14905 • Published Feb 22, 2024 • 135
facebook/MobileLLM-125M

Text Generation • Updated May 5, 2025 • 1.55k • 136
facebook/MobileLLM-350M

Text Generation • Updated May 5, 2025 • 26 • 37
facebook/MobileLLM-600M

Text Generation • Updated May 5, 2025 • 16 • 30

Models continually pretrained using LayerSkip - https://arxiv.org/abs/2404.16710

LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Paper • 2404.16710 • Published Apr 25, 2024 • 81
facebook/layerskip-llama2-7B

Text Generation • 7B • Updated Oct 19, 2024 • 52 • 17
facebook/layerskip-llama2-13B

Text Generation • 13B • Updated Oct 19, 2024 • 6
facebook/layerskip-llama2-70B

Text Generation • 69B • Updated Nov 3, 2024 • 94 • 5

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