name,few_native,few_self_con,few_cot,few_cot_self_con,zero_native,zero_self_con,zero_cot,zero_cot_self_con GPT4,52.5,52.5,62.5,62.5,57.5,57.5,57.5,57.5 Yi-34B-Chat,50,50,52.5,55,55,55,60,67.5 DevOps-Model-14B-Chat,50,50,55,62.5,35,27.5,37.5,52.5 LLaMA-2-7B,45,45,45,45,32.5,32.5,45,45 Qwen-72B-Chat,45,45,60,60,50,50,47.5,47.5 GPT-3.5-turbo,40,40,50,55,50,47.5,55,55 ERNIE-Bot-4.0,52.5,52.5,57.5,57.5,57.5,57.5,60,60 Mistral-7B,20,20,50,50,0,0,37.5,37.5 LLaMA-2-13B,50,50,42.5,42.5,42.5,42.5,50,50 Baichuan2-13B-Chat,37.5,37.5,42.5,45,37.5,40,47.5,52.5 Qwen-14B-Chat,50,47.5,55,57.5,47.5,45,50,47.5 LLaMA-2-70B-Chat,25,25,45,45,0,0,57.5,57.5 ChatGLM3-6B,47.5,47.5,45,45,35,35,50,50 InternLM2-Chat-20B,47.5,47.5,,,47.5,47.5,, InternLM2-Chat-7B,55,55,62.5,62.5,60,60,57.5,57.5 gemma_2b,32.5,32.5,40,40,37.5,37.5,40,40 gemma_7b,40,40,50,50,32.5,32.5,62.5,62.5 qwen1.5-14b-base,47.5,47.5,45,45,47.5,47.5,50,50 qwen1.5-14b-chat,52.5,55,60,60,45,47.5,60,72.5 Claude-3-Opus,,,,,67.5,67.5,,