name,zero_naive,zero_self_con,zero_cot,zero_cot_self_con,few_naive,few_self_con,few_cot,few_cot_self_con Baichuan-13B-Chat,11.6,14.31,14.68,18.46,14.56,15.68,16.21,16.82 ChatGLM2-6B,15.94,16.06,19.83,19.91,26.27,26.22,28.25,28.37 ChatGLM3-6B,30.4,30.4,30.7,30.7,26.9,26.9,37.2,37.2 Chinese-Alpaca-2-13B,20.86,20.86,23.08,23.08,29.75,29.75,32.83,32.83 Chinese-LLaMA-2-13B,10.02,10.02,19.51,19.51,34.51,34.51,33.34,33.34 DevOps-Model-14B-Chat,31.04,30.51,42.84,47.37,52.25,49.38,45.9,47.23 ERNIE-Bot-4.0,43.66,43.66,51.99,51.99,44.0,44.0,50.0,50.0 GPT-3.5-turbo,35.04,34.82,38.46,43.5,39.29,39.19,41.01,42.58 GPT-4,,,56.9,65.49,,,59.39,63.54 InternLM-7B,20.48,20.48,23.85,23.85,23.69,23.69,26.06,26.06 InternLM2-Chat-20B,39.1,39.1,37.7,37.7,47.7,47.7,33.5,33.5 InternLM2-Chat-7B,36.8,36.8,31.7,31.7,46.3,46.3,36.9,36.9 LLaMA-2-13B,15.62,18.32,29.88,34.45,23.16,29.14,37.59,44.3 LLaMA-2-70B-Chat,23.64,23.64,39.31,39.31,38.98,39.12,47.9,47.9 LLaMA-2-7B,19.42,21.62,25.46,27.11,21.45,24.85,33.6,34.83 Mistral-7B,26.91,26.91,30.65,30.65,40.52,40.52,46.84,46.84 Qwen-14B-Chat,33.71,36.25,41.24,42.51,51.19,50.39,57.18,59.18 Qwen-72B-Chat,53.19,53.19,55.25,55.52,58.13,58.13,58.72,58.99 Qwen-7B-Chat,33.37,33.74,32.97,34.1,32.98,32.7,36.6,36.65 Yi-34B-Chat,38.24,37.04,48.24,52.1,61.33,61.19,53.53,53.39 JIUTIAN-75B-net,56.99999999999999,56.99999999999999,61.4,61.4,56.99999999999999,56.99999999999999,55.400000000000006,55.400000000000006 Claude-3-Opus,49.599999999999994,49.599999999999994,,,,,, Deepseek-R1-Distill-Llama-8B,17.6,17.6,31.799999999999997,31.799999999999997,24.099999999999998,24.099999999999998,33.8,33.8 Deepseek-R1-Distill-Qwen-1.5B,19.0,19.0,20.9,20.9,22.700000000000003,22.700000000000003,29.6,29.6 Deepseek-R1-Distill-Qwen-14B,35.7,35.7,,,29.6,29.6,, Deepseek-R1-Distill-Qwen-32B,57.8,57.8,,,30.9,30.9,, Deepseek-R1-Distill-Qwen-7B,21.0,21.0,27.0,27.0,26.700000000000003,26.700000000000003,32.4,32.4 Gemma-2B,20.1,20.1,24.2,24.2,31.2,31.2,35.5,35.5 Gemma-7B,23.1,23.1,34.4,34.4,21.4,21.4,33.1,33.1 Meta-Llama-3-70B-Instruct,38.9,38.9,63.4,63.4,37.6,37.6,59.0,59.0 Meta-Llama-3-8B-Instruct,24.7,24.7,35.4,35.4,19.7,19.7,32.9,32.9 Qwen1.5-14B-Base,34.0,34.0,42.8,42.8,57.9,57.9,40.2,40.2 Qwen1.5-14B-Chat,34.5,35.6,41.7,41.1,33.2,34.7,46.2,47.4