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LIMO by GAIR

 »  All LLMs  »  GAIR  »  LIMO   URL Share it on

  1633   
  Arxiv:2502.03387   Instruct   Qwen2   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/GAIR/LIMO 

LIMO Benchmarks

LLME Score: 0.27644
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
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LIMO Parameters and Internals

LLM NameLIMO
Repository 🤗https://huggingface.co/GAIR/LIMO 
Model Size32b
Required VRAM65.8 GB
Updated2025-06-10
MaintainerGAIR
Model Typeqwen2
Instruction-BasedYes
Model Files  4.9 GB: 1-of-14   4.9 GB: 2-of-14   4.9 GB: 3-of-14   4.9 GB: 4-of-14   4.9 GB: 5-of-14   4.9 GB: 6-of-14   4.9 GB: 7-of-14   4.9 GB: 8-of-14   4.9 GB: 9-of-14   4.9 GB: 10-of-14   4.9 GB: 11-of-14   4.9 GB: 12-of-14   4.9 GB: 13-of-14   2.1 GB: 14-of-14
Model ArchitectureQwen2ForCausalLM
Context Length32768
Model Max Length32768
Transformers Version4.45.2
Vocabulary Size152064
Torch Data Typebfloat16
LIMO (GAIR/LIMO)

Best Alternatives to LIMO

Best Alternatives
Context / RAM
Downloads
Likes
...y Qwen2.5coder 32B V24.1q 200K195K / 65.8 GB152
...wen2.5 32B Inst BaseMerge TIES128K / 65.8 GB3414
...wen2.5 32B Inst BaseMerge TIES128K / 65.8 GB132
ELYZA Thinking 1.0 Qwen 32B128K / 65.8 GB14625
Franqwenstein 35B128K / 69.8 GB88
Hamanasu Magnum QwQ 32B128K / 65.8 GB2959
Archaeo 32B KTO128K / 65.8 GB321
Qwen2.5 32B Gokgok Step3128K / 65.7 GB110
Qwen2.5 32B YOYO MIX128K / 65.7 GB132
Hamanasu QwQ V2 RP128K / 65.8 GB335
Note: green Score (e.g. "73.2") means that the model is better than GAIR/LIMO.

Rank the LIMO Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124
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