name,zero_native,zero_self_con,zero_cot,zero_cot_self_con,few_native,few_self_con,few_cot,few_cot_self_con Baichuan-13B-Chat,11.04,11.13,26.92,28.61,14.35,13.22,31.69,33.97 Chinese-Alpaca-2-13B,22.69,22.69,24.59,24.59,40.52,40.52,40.73,40.73 GPT-3.5-turbo,37.06,36.83,37.56,39.25,39.42,39.77,41.96,42.15 LLaMA-2-13B,25.43,27.16,29.17,29.99,36.56,36.15,37.7,39.02 Qwen-7B-Chat,36.28,36.5,33.18,33.51,41.58,40.59,31.48,31.46 ChatGLM2-6B,23.09,23.12,24.22,24.08,30.46,30.46,35.97,35.9 Chinese-LLaMA-2-13B,17.98,17.98,17.83,17.83,31.66,31.66,36.24,36.24 InternLM-7B,27.81,27.81,19.95,19.95,24.18,24.18,35.35,35.35 LLaMA-2-7B,24.09,23.47,28.69,29.26,29.94,30.03,31.35,31.93 GPT-4,/,/,57.35,62.11,/,/,61.2,65.68 Yi-34B-Chat,64.91,64.58,62.77,65.51,70.85,70.92,48.77,47.97 DevOps-Model-14B-Chat,41.04,42.7,48.71,53.57,56.85,57.25,51.3,54.29 Qwen-72B-Chat,64.79,64.79,65.79,65.72,70.19,70.19,68.31,68.38 ERNIE-Bot-4.0,45.99,45.99,48.98,48.98,46,46,54,54 Mistral-7B,1.27,1.27,42.05,42.05,30.72,30.72,46.44,46.44 Qwen-14B-Chat,41.71,41.44,45.58,47.98,53.52,49.92,54.72,58.85 LLaMA-2-70B-Chat,24.38,24.38,43.63,43.63,44.65,44.65,48.84,48.84 ChatGLM3-6B,32.6,32.6,35.4,35.4,28.3,28.3,40.9,40.9 InternLM2-Chat-20B,44.6,44.6,47,47,62.2,62.2,38.3,38.3 InternLM2-Chat-7B,38.8,38.8,44.6,44.6,46,46,35.8,35.8 GLM3-turbo,43,43,,,,,, GLM4,50,50,,,,,, gemma_2b,25.6,25.6,28.3,28.3,19.1,19.1,35.5,35.5 gemma_7b,27.3,27.3,35.4,35.4,17.3,17.3,44.5,44.5 qwen1.5-14b-base,49.1,49.1,49.9,49.9,62.5,62.5,41.3,41.3 qwen1.5-14b-chat,38.6,38.9,48.8,50.5,54.6,55.2,52.1,52.7 Claude-3-Opus,84.82,84.82,,,,,,