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Deepseek Math 7B Rl by deepseek-ai

 »  All LLMs  »  deepseek-ai  »  Deepseek Math 7B Rl   URL Share it on

  1197   
  Arxiv:2402.03300   Autotrain compatible   Conversational   Endpoints compatible   Llama   Pytorch   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/deepseek-ai/deepseek-math-7b-rl 

Deepseek Math 7B Rl Benchmarks

ARC: 55.46 vs 96.7 (so35)-42.6%
HellaSwag: 72.45 vs 95.3 (gpt4)-24%
MMLU: 56.81 vs 88.3 (so35)-35.7%
TruthfulQA: 40.37 vs 59 (gpt4)-31.6%
WinoGrande: 66.77 vs 87.5 (gpt4)-23.7%
GSM8K: 5.38 vs 96.4 (so35)-94.4%
LLME Score: 0.2095
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Deepseek Math 7B Rl (deepseek-ai/deepseek-math-7b-rl)

Deepseek Math 7B Rl Parameters and Internals

Model Type 
text generation, math problem-solving
Use Cases 
Areas:
research, education
Applications:
solving mathematical problems, providing step-by-step solutions
Primary Use Cases:
math tutoring, academic research
Considerations:
Use chain-of-thought prompts for optimal performance.
Additional Notes 
It's recommended to avoid adding a system prompt for compatibility reasons.
Supported Languages 
en (high proficiency), zh (high proficiency)
Input Output 
Input Format:
Messages structured as JSON objects with user prompts.
Accepted Modalities:
text
Output Format:
Formatted step-by-step solutions with final answer within boxed notation.
Performance Tips:
Use chain-of-thought prompts to improve solution generation.
LLM NameDeepseek Math 7B Rl
Repository 🤗https://huggingface.co/deepseek-ai/deepseek-math-7b-rl 
Model Size7b
Required VRAM13.8 GB
Updated2025-04-25
Maintainerdeepseek-ai
Model Typellama
Model Files  8.6 GB: 1-of-2   5.2 GB: 2-of-2   9.7 GB: 1-of-2   6.1 GB: 2-of-2
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length4096
Model Max Length4096
Transformers Version4.33.1
Tokenizer ClassLlamaTokenizerFast
Beginning of Sentence Token<｜begin▁of▁sentence｜>
End of Sentence Token<｜end▁of▁sentence｜>
Vocabulary Size102400
Torch Data Typebfloat16

Quantized Models of the Deepseek Math 7B Rl

Model
Likes
Downloads
VRAM
Deepseek Math 7B Rl 4bit054 GB

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Note: green Score (e.g. "73.2") means that the model is better than deepseek-ai/deepseek-math-7b-rl.

Rank the Deepseek Math 7B Rl Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
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Release v20241227
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