Model (CoT),TheoremQA,MATH,GSM,GPQA,MMLU-STEM
[Mistral-7B-v0.2-base](https://huggingface.co/TIGER-Lab/Mistral-7B-Base-V0.2),19.2,10.2,36.2,24.7,50.1
[Mixtral-8x7B-base](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1),23.2,28.4,74.4,29.2,59.7
[Mixtral-8x7B-instruct](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1),25.3,22.1,71.7,32.4,61.4
[Qwen-1.5-7B-base](https://huggingface.co/Qwen/Qwen1.5-7B),14.2,13.3,54.1,26.7,53.7
[Qwen-1.5-14B-base](https://huggingface.co/Qwen/Qwen1.5-14B),14,25.2,61.6,35.8,64.5
[Qwen-1.5-72B-base](https://huggingface.co/Qwen/Qwen1.5-72B),29.3,35.1,77.6,36.3,68.5
[Yi-6B-base](https://huggingface.co/01-ai/Yi-6B),12,5.8,32.6,20.7,46.9
[Yi-34B-base](https://huggingface.co/01-ai/Yi-34B),23.2,15.9,67.9,29.7,62.6
[ChatGLM3-6B-base](https://huggingface.co/THUDM/chatglm3-6b),11.3,25.7,72.3,28.7,42.4
[Gemma-7B-base](https://huggingface.co/google/gemma-7b),21.5,24.3,46.4,25.7,53.3
[LLaMA-2-13B-base](https://huggingface.co/meta-llama/Llama-2-13b),10.9,5,29.6,26.2,42.9
[LLeMMA-7B](https://huggingface.co/EleutherAI/llemma_7b),17.2,18,36.4,23.2,45.2
[LLeMMA-34B](https://huggingface.co/EleutherAI/llemma_34b),21.1,25,71.9,29.2,41.7
[InternLM2-7B](https://huggingface.co/internlm/internlm2-7b),7.8,20.2,70.8,22.7,34.3
[InternLM2-20B](https://huggingface.co/internlm/internlm2-20b),19.5,25.5,76.1,34.3,61.2
[Deepseek-7B-base](https://huggingface.co/deepseek-ai/deepseek-llm-7b-base),15.7,6.4,17.4,25.7,43.1
[Deepseek-67B-base](https://huggingface.co/deepseek-ai/deepseek-llm-67b-base),25.3,15.9,66.5,31.8,57.4
[GPT-4-turbo-0409](https://platform.openai.com/docs/models/gpt-4-turbo-and-gpt-4),48.4,69.2,94.5,46.2,76.5
[InternLM-Math-7B](https://huggingface.co/internlm/internlm2-math-7b),13.2,34.6,78.1,22.7,41.1
[InternLM-Math-20B](https://huggingface.co/internlm/internlm2-math-20b),17.1,37.7,82.9,28.9,50.1
[Deepseek-Math-7B](https://huggingface.co/deepseek-ai/deepseek-math-7b-base),25.3,36.2,64.2,29.7,56.4
[Deepseek-Math-7B-Instruct](https://huggingface.co/deepseek-ai/deepseek-math-7b-instruct),23.7,46.8,82.9,31.8,59.3
[WizardMath-7B-1.1](https://huggingface.co/WizardLM/WizardMath-7B-V1.1),11.7,33,83.2,28.7,52.7
[MetaMath-Mistral-7B](https://huggingface.co/meta-math/MetaMath-Mistral-7B),16.5,28.2,77.7,30.8,51.3
[Abel-7B-002](https://huggingface.co/GAIR/Abel-7B-002),19.3,29.5,83.2,30.3,29.7
[OpenMath-Mistral-7B](https://huggingface.co/nvidia/OpenMath-Mistral-7B-v0.1),13.1,9.1,24.5,26.5,43.7
[Rho-1-Math-7B](https://huggingface.co/microsoft/rho-math-7b-v0.1),21.0,31.0,66.9,29.2,53.1
[LLaMA-3-8B-base](https://huggingface.co/meta-llama/Meta-Llama-3-8B),20.1,21.3,54.8,27.2,55.6
[LLaMA-3-8B-Instrct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct),22.8,30.0,79.5,34.5,60.2
[LLaMA-3-70B-base](https://huggingface.co/meta-llama/Meta-Llama-3-8B),32.3,42.5,77.6,36.3,73.7
[Qwen-1.5-110B-base](https://huggingface.co/Qwen/Qwen1.5-110B),34.9,49.6,85.4,35.9,73.4
[MAmmoTH-2-8x7B-base](https://huggingface.co/TIGER-Lab/MAmmoTH-2-8x7B),32.2,39.0,75.4,36.8,67.4,71.1,87.5