Internlm2 Math Base 20B by internlm

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Internlm2 Math Base 20B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Internlm2 Math Base 20B (internlm/internlm2-math-base-20b)

Internlm2 Math Base 20B Parameters and Internals

Model Type 
Mathematics, Text Generation
Use Cases 
Areas:
Research, Commercial applications
Applications:
Math reasoning, Theorem proving
Primary Use Cases:
Solver, Prover, Verifier, Augmentor, Reward Model
Limitations:
May perform poorly at Chinese fill-in-the-blank problems, Tendency for code switching and generating code interpreter results for Chinese problems
Additional Notes 
Model develops reward model capabilities and can convert solutions into Lean 3 code.
Supported Languages 
en (bilingual), zh (bilingual)
Training Details 
Data Sources:
~100B high quality math-related tokens, ~2M bilingual math supervised data
Data Volume:
~100B tokens
Methodology:
continued pretraining from InternLM2-Base with SFT
Model Architecture:
Supports Lean for math problem solving and theorem proving
Release Notes 
Version:
InternLM2-Math-Base-7B
Date:
2024-01-23
Notes:
Version:
InternLM2-Math-Base-20B
Date:
2024-01-23
Notes:
Version:
InternLM2-Math-7B
Date:
2024-01-23
Notes:
Version:
InternLM2-Math-20B
Date:
2024-01-23
Notes:
LLM NameInternlm2 Math Base 20B
Repository ๐Ÿค—https://huggingface.co/internlm/internlm2-math-base-20b 
Model Size20b
Required VRAM39.7 GB
Updated2025-01-23
Maintainerinternlm
Model Typeinternlm2
Model Files  1.9 GB: 1-of-21   1.9 GB: 2-of-21   2.0 GB: 3-of-21   1.9 GB: 4-of-21   2.0 GB: 5-of-21   1.9 GB: 6-of-21   2.0 GB: 7-of-21   1.9 GB: 8-of-21   2.0 GB: 9-of-21   1.9 GB: 10-of-21   2.0 GB: 11-of-21   1.9 GB: 12-of-21   2.0 GB: 13-of-21   1.9 GB: 14-of-21   2.0 GB: 15-of-21   1.9 GB: 16-of-21   2.0 GB: 17-of-21   1.9 GB: 18-of-21   2.0 GB: 19-of-21   1.6 GB: 20-of-21   1.1 GB: 21-of-21
Supported Languagesen zh
Model ArchitectureInternLM2ForCausalLM
Licenseother
Context Length8192
Model Max Length8192
Transformers Version4.35.2
Is Biased0
Tokenizer ClassInternLM2Tokenizer
Padding Token</s>
Vocabulary Size92544
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than internlm/internlm2-math-base-20b.

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227