name,zero_naive,zero_self_con,zero_cot,zero_cot_self_con,few_naive,few_self_con,few_cot,few_cot_self_con AquilaChat2-34B,34.66,34.66,47.74,47.74,44.48,44.48,, Baichuan-13B-Chat,12.88,12.07,25.96,27.57,18.91,19.52,27.97,30.58 Baichuan2-13B-Chat,25.7,25.5,20.1,21.3,27.7,26.7,22.7,24.7 ChatGLM2-6B,23.34,23.34,24.35,24.14,22.94,22.94,26.16,26.16 ChatGLM3-6B,21.32796781,21.32796781,28.97384306,28.97384306,21.73038229,21.73038229,29.57746479,29.57746479 Chinese-Alpaca-2-13B,22.94,22.94,25.75,25.75,25.15,25.15,22.33,22.33 Chinese-LLaMA-2-13B,14.69,14.69,19.92,19.92,19.72,19.72,20.93,20.93 DevOps-Model-14B-Chat,24.75,22.74,28.37,27.77,36.62,37.02,27.57,26.36 ERNIE-Bot-4.0,48.56,48.56,50.64,50.64,48.0,48.0,54.0,54.0 GPT-3.5-turbo,36.42,35.81,39.24,43.26,39.84,39.44,27.16,27.77 GPT-4,,,59.38,65.17,,,44.06,48.09 InternLM-7B,25.96,25.96,25.96,25.96,29.18,29.18,28.37,28.37 InternLM2-Chat-7B,28.57142857,28.57142857,31.79074447,31.79074447,30.78470825,30.78470825,31.18712274,31.18712274 LLaMA-2-13B,23.94,24.35,29.58,31.99,24.55,26.76,21.13,20.72 LLaMA-2-70B-Chat,15.29,15.29,34.81,34.81,26.76,26.76,33.8,33.8 LLaMA-2-7B,20.72,20.72,27.16,27.97,21.53,18.51,18.31,17.91 Mistral-7B,1.9,1.9,45.61,45.61,15.0,15.0,35.97,35.97 Qwen-14B-Chat,27.57,27.57,32.39,36.02,40.04,35.41,30.38,33.4 Qwen-72B-Chat,48.29,48.49,49.5,49.7,49.7,49.7,45.27,44.87 Qwen-7B-Chat,18.51,17.71,27.36,28.37,29.78,29.58,33.6,31.79 Yi-34B-Chat,49.9,49.3,52.72,53.72,56.34,56.34,51.31,54.33 Claude-3-Opus,50.00570664579664,50.00570664579664,,,,,, Deepseek-R1-Distill-Llama-8B,25.90001956564273,25.90001956564273,34.199928259309985,34.199928259309985,29.46096654275093,29.46096654275093,31.583023543990087,31.583023543990087 Deepseek-R1-Distill-Qwen-1.5B,25.54294658579534,25.54294658579534,21.57682775712516,21.57682775712516,20.87083414856845,20.87083414856845,25.67664514445966,25.67664514445966 Deepseek-R1-Distill-Qwen-14B,43.671329811517644,43.671329811517644,,,43.575132068088436,43.575132068088436,, Deepseek-R1-Distill-Qwen-32B,51.3027457118633,51.3027457118633,,,53.48105393595513,53.48105393595513,, Deepseek-R1-Distill-Qwen-7B,26.35736646448836,26.35736646448836,27.31608295832518,27.31608295832518,29.617491684601838,29.617491684601838,31.11100241309594,31.11100241309594 Gemma-2B,18.51107,18.51107,24.9497,24.9497,21.52918,21.52918,27.7666,27.7666 Gemma-7B,19.3159,19.3159,53.94737,53.94737,18.51107,18.51107,5.204461,5.204461 Hisense,42.6270136307311,43.645733955881,43.228657144720536,45.1016345740917,37.94267266679711,38.257319271049425,45.94991195460771,46.49883899708 Meta-Llama-3-8B-Instruct,33.91785690993282,33.91785690993282,27.773429857170807,27.773429857170807,41.359323028761494,41.359323028761494,32.62733972477663,32.62733972477663 Qwen1.5-14B-Base,20.92555,20.92555,35.61368,35.61368,41.44869,41.44869,30.78471,30.78471 Qwen1.5-14B-Chat,24.14487,23.34004,40.64386,41.04628,38.22938,38.02817,39.43662,40.04024