Deepseek Math 7B Rl By deepseek-ai: Benchmarks, Features and Detailed Analysis. Insights on Deepseek Math 7B Rl.

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: 0.22564

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

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 Name	Deepseek Math 7B Rl
Repository 🤗	https://huggingface.co/deepseek-ai/deepseek-math-7b-rl
Model Size	7b
Required VRAM	13.8 GB
Updated	2025-02-22
Maintainer	deepseek-ai
Model Type	llama
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 Architecture	LlamaForCausalLM
License	other
Context Length	4096
Model Max Length	4096
Transformers Version	4.33.1
Tokenizer Class	LlamaTokenizerFast
Beginning of Sentence Token	<｜begin▁of▁sentence｜>
End of Sentence Token	<｜end▁of▁sentence｜>
Vocabulary Size	102400
Torch Data Type	bfloat16

Quantized Models of the Deepseek Math 7B Rl

Model	Likes	Downloads	VRAM
Deepseek Math 7B Rl 4bit	0	8	4 GB

Best Alternatives to Deepseek Math 7B Rl

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2 Very Sci Fi	1024K / 16.1 GB	317	0
...1M 1000000ctx AEZAKMI 3 1 1702	1024K / 13.5 GB	23	1
... Qwen2.5llamaify 7B V23.1 200K	195K / 15.2 GB	3943	3
LlamaStock 8B	128K / 16.1 GB	11	1
SuperNeuralDreadDevil 8B	128K / 16.1 GB	54	1
Yarn Llama 2 7B 128K	128K / 13.5 GB	6422	39
LLaMA 7B PoSE YaRN 128K	128K / 13.5 GB	7	3
LLaMA 7B PoSE Linear 96K	96K / 27 GB	9	2
LLaMA 7B PoSE YaRN 96K	96K / 13.5 GB	11	1
Chat Llama2 7B 80K	80K / 13.8 GB	8	0

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
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 v20241227

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