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Collections trending this week

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 • 267 • 32
inclusionAI/ZwZ-8B

Image-Text-to-Text • 9B • Updated Apr 13 • 173 • 50
inclusionAI/ZwZ-RL-VQA

Viewer • Updated May 28 • 111k • 3.56k • 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 • 1.82k • 136
facebook/MobileLLM-350M

Text Generation • Updated May 5, 2025 • 18 • 37
facebook/MobileLLM-600M

Text Generation • Updated May 5, 2025 • 7 • 30

Qwen3-Embedding

Qwen/Qwen3-Embedding-0.6B-GGUF

0.6B • Updated Jul 14, 2025 • 107k • 572
Qwen/Qwen3-Embedding-0.6B

Feature Extraction • 0.6B • Updated Apr 20 • 8.46M • • 1.22k
Qwen/Qwen3-Embedding-4B

Feature Extraction • 4B • Updated Jun 20, 2025 • 2.33M • • 320
Qwen/Qwen3-Embedding-8B

Feature Extraction • 8B • Updated Jul 7, 2025 • 2.52M • • 802

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 • 48 • 17
facebook/layerskip-llama2-13B

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

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

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 • 267 • 32
inclusionAI/ZwZ-8B

Image-Text-to-Text • 9B • Updated Apr 13 • 173 • 50
inclusionAI/ZwZ-RL-VQA

Viewer • Updated May 28 • 111k • 3.56k • 17

Qwen3-Embedding

Qwen/Qwen3-Embedding-0.6B-GGUF

0.6B • Updated Jul 14, 2025 • 107k • 572
Qwen/Qwen3-Embedding-0.6B

Feature Extraction • 0.6B • Updated Apr 20 • 8.46M • • 1.22k
Qwen/Qwen3-Embedding-4B

Feature Extraction • 4B • Updated Jun 20, 2025 • 2.33M • • 320
Qwen/Qwen3-Embedding-8B

Feature Extraction • 8B • Updated Jul 7, 2025 • 2.52M • • 802

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 • 1.82k • 136
facebook/MobileLLM-350M

Text Generation • Updated May 5, 2025 • 18 • 37
facebook/MobileLLM-600M

Text Generation • Updated May 5, 2025 • 7 • 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 • 48 • 17
facebook/layerskip-llama2-13B

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

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

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