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DeepSeekMath RL Step DPO by xinlai

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  13   
  Arxiv:2406.18629   Autotrain compatible   Conversational   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/xinlai/DeepSeekMath-RL-Step-DPO 

DeepSeekMath RL Step DPO Benchmarks

LLME Score: 0.17795
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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DeepSeekMath RL Step DPO Parameters and Internals

Model Type 
mathematical reasoning
Use Cases 
Areas:
research, mathematical reasoning
Additional Notes 
Additionally surpasses Gemini-1.5-Pro.
Training Details 
Data Sources:
Math-Step-DPO-10K
Methodology:
Step-DPO (Step-wise Preference Optimization)
LLM NameDeepSeekMath RL Step DPO
Repository 🤗https://huggingface.co/xinlai/DeepSeekMath-RL-Step-DPO 
Model Size7b
Required VRAM13.9 GB
Updated2025-06-09
Maintainerxinlai
Model Typellama
Model Files  5.0 GB: 1-of-3   5.0 GB: 2-of-3   3.9 GB: 3-of-3   0.0 GB
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.40.0
Tokenizer ClassLlamaTokenizer
Padding Token<｜end▁of▁sentence｜>
Vocabulary Size102400
Torch Data Typebfloat16
DeepSeekMath RL Step DPO (xinlai/DeepSeekMath-RL-Step-DPO)

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Note: green Score (e.g. "73.2") means that the model is better than xinlai/DeepSeekMath-RL-Step-DPO.

Rank the DeepSeekMath RL Step DPO Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124
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