Model (CoT),TheoremQA,MATH,GSM Mistral-v0.2-base,19.2,10.2,36.2 Mixtral-7x8B-base,23.2,22.1,58.4 Qwen-1.5-7B,14.2,13.3,54.1 Qwen-1.5-14B,14,25.2,61.6 Qwen-1.5-72B,29.3,35.1,77.6 Yi-6B,12,5.8,32.6 Yi-34B,23.2,15.9,67.9 ChatGLM3-6B,11.3,25.7,72.3 Gemma-7B,21.5,24.3,46.4 LLaMA-2-13B,10.9,5,29.6 LLeMMA-7B,17.2,18,36.4 LLeMMA-34B,21.1,25,71.9 InternLM2-7B,7.8,20.2,70.8 InternLM2-20B,19.5,25.5,76.1 Deepseek-7B,15.7,6.4,17.4 Deepseek-67B,25.3,15.9,66.5 GPT-4-0409,0,69.2,94.5 InternLM-Math-20B,17.1,37.7,82.9 Deepseek-Math-7B,27.1,36.2,64.2 Deepseek-Math-7B-Instruct,23.7,46.8,82.9 WizardMath-7B-1.1,11.7,33,83.2 MetaMath-Mistral-7B,16.5,28.2,77.7 Abel-7B-002,19.3,29.5,83.2 OpenMath-Mistral-7B,13.1,44.5,80.2