name,zero_naive,zero_self_con,zero_cot,zero_cot_self_con,few_naive,few_self_con,few_cot,few_cot_self_con Baichuan2-13B-Chat,65.0,60.0,72.5,67.5,62.5,60.0,70.0,67.5 Chatglm3-6B,60.0,60.0,60.0,60.0,55.0,55.0,60.0,60.0 Devops-Model-14B-Chat,60.0,67.5,65.0,57.5,67.5,70.0,62.5,70.0 Ernie-Bot-4.0,75.0,75.0,77.5,77.5,75.0,75.0,82.5,82.5 Gpt-3.5-Turbo,60.0,62.5,65.0,70.0,57.5,57.5,62.5,62.5 GPT-4,77.5,77.5,82.5,82.5,77.5,77.5,82.5,82.5 Llama-2-13B,45.0,45.0,62.5,62.5,60.0,60.0,55.0,55.0 Llama-2-70B-Chat,22.5,22.5,75.0,75.0,20.0,20.0,57.5,57.5 Llama-2-7B,32.5,32.5,45.0,45.0,60.0,60.0,55.0,55.0 Mistral-7B,47.5,47.5,62.5,62.5,35.0,35.0,60.0,60.0 Qwen-14B-Chat,70.0,67.5,70.0,67.5,70.0,65.0,65.0,67.5 Qwen-72B-Chat,72.5,72.5,75.0,75.0,75.0,75.0,75.0,75.0 Yi-34B-Chat,75.0,75.0,87.5,82.5,62.5,57.5,52.5,52.5 Meta-Llama-3-8B-Instruct,47.14285714285714,47.14285714285714,44.285714285714285,44.285714285714285,45.714285714285715,45.714285714285715,32.857142857142854,32.857142857142854