ChatGPT,0.78,0.78,0.6,0.53,0.77,0.64,0.6,0.5,0.39,0.59,0.85,0.25,0.77,0.28,0,0.8,0,0.58,0,0.6,0,0,0.17,0.66,-3.64,0,0,-5.18,0.53,-0.025,0.5,0.005,0.55,0.01,0.2,-0.1,0.41,0,0.2,-0.1,0.2,-0.1,0.2,-0.1,0.2,-0.1,0.2,-0.1,0.2,-0.1,0.2,-0.1
GPT4,0.78,0.76,0.8,0.5,0.86,0.71,0.69,0.6,0.4,0.65,0.79,0.35,0.83,0.77,0.02,0.81,0.01,0.63,0.13,0.76,0,0.01,0.2,0.67,-3.62,0,0,-5.18,0.54,0.03,0.52,0.02,0.57,0.02,0.55,-0.02,0.74,0.47,0.55,-0.02,0.55,-0.02,0.55,-0.02,0.55,-0.02,0.55,-0.02,0.55,-0.02,0.55,-0.02
Gemini,0.77,0.77,0.81,0.37,0.78,0.53,0.6,0.31,0.6,0.62,0.84,0.34,0.61,0.14,0,0.74,0.03,0,0.18,0.43,0,0.03,0.39,0.72,-3.87,0,0,-4.93,0.55,0.04,0.52,0.04,0.54,0.02,0.52,0,0.26,0,0.65,0.19,0.96,-0.01,0.9,0,0.86,0.14,0.95,0,0.95,0,0,0
LLaMA2-7B-chat,0.35,0.29,0,0.36,0.6,0.53,0,0.51,0.28,0.56,0.81,0.18,0,0,0,0.2,0,0,0,0,0,0,0.11,0.59,-4.26,0,0,-5.18,0.55,0.03,0.51,0.01,0.54,-0.01,0.52,0,0.26,0,0.73,0.04,0,0,0.88,-0.05,0.82,0.08,0.75,-0.07,0.01,0,0,0
LLaMA2-70B,0.73,0.72,0.83,0.57,0.63,0.49,0.47,0.58,0.36,0.63,0.86,0.31,0.04,0.03,0,0.61,0.01,0.06,0.01,0.25,0,0.01,0.25,0.68,-3.81,0,0,-4.86,0.47,0,0.51,0.01,0.49,-0.07,0.17,0,0.41,0,0.17,0,0.17,0,0.17,0,0.17,0,0.17,0,0.17,0,0.17,0
ChatGLM3-6B,0.37,0.38,0.6,0.34,0.6,0.47,0.55,0.5,0.3,0.22,0.5,0.14,0.01,0.07,0,0.4,0,0,0,0,0,0,0.14,0.46,-4.94,0,0,-5.18,0.47,0.03,0.49,0,0.42,0.04,0.52,0,0.26,0,0.65,0.19,0.96,-0.01,0.9,0,0.01,0.01,0.95,0,0.97,0,0,0
FinMA-7B,0.88,0.88,0.79,0.8,0.97,0.49,0.46,0.27,0.08,0.14,0.45,0,0.69,0,0,0.19,0,0.04,0,0.2,0,0,0.13,0.38,-5.71,0,0,-5.18,0.51,0.02,0.51,0.03,0.5,0.08,0.17,0,0.41,0,0.61,0,0,0,0.01,-0.06,0.92,-0.01,0.95,0,0.04,0.01,0,0
FinGPT-7b-lora,0,0,0,0,0.6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.5,-7.25,0,0,-5.18,0.45,0,0.49,0,0.49,0,0.52,0,0.41,0,0,0,0,0,0,0,0.07,0.02,0.82,0.01,0,0,0.98,0
InternLM-7B,0.27,0.2,0,0.33,0.6,0,0,0.47,0.37,0.33,0.74,0.24,0,0,0,0.58,0,0,0,0,0,0,0.12,0.51,-4.51,0,0,-5.18,0.52,0.02,0.52,0.02,0.57,0.01,0.44,-0.01,0.27,-0.02,0.71,0.18,1,0,0.77,-0.05,0.9,-0.01,0.48,0.04,0.95,0,0.79,0
Falcon-7B,0.07,0.05,0.77,0.5,0.45,0.3,0.3,0.23,0.32,0.09,0.39,0.06,0,0,0,0.67,0,0,0,0,0,0,0.15,0.57,-6.1,0,0,-5.18,0.55,0,0.51,0,0.47,-0.06,0.23,-0.07,0.26,0,0.02,-0.01,0.1,0,0.62,-0.02,0.76,0.05,0,0,0.95,0,0.77,-0.03
Mixtral-7B,0.29,0.37,0.16,0.5,0.6,0.37,0.35,0.39,0.57,0.37,0.34,0.17,0.24,0.05,0,0.83,0,0,0.01,0.31,0,0,0.12,0.61,-4.47,0,0,-5.18,0.46,0.02,0.49,0,0.42,-0.05,0.53,0,0.26,0,0.61,0.08,0,0,0.48,0.16,0.92,0,0.95,0,0.72,0.01,0,0
CFGPT-sft-7B-Full,0.35,0.26,0.42,1.05,0.61,0.16,0.21,0.05,0.05,0.05,0.25,0.01,0,0,0,0.15,0,0,0,0.01,0,0,0.01,0.51,-7.08,0,0,-5.18,0.45,0.03,0.48,-0.03,0.41,-0.07,0.53,0,0.29,-0.1,0.05,0.01,0,0,0.03,0.01,0.4,-0.02,0.7,0,0,0,0.03,0.01
Baichuan-7B,0.36,0.32,0.17,1.07,0.6,0.16,0.25,0.34,0.17,0.06,0.02,0,0,0,0,0.57,0,0,0,0,0,0,0.22,0.54,-4.57,0,0,-5.18,0.53,-0.01,0.5,0,0.53,-0.05,0.52,0,0.26,0,0.72,-0.01,0.97,0,0,0,0.91,0.02,0.7,-0.02,0.01,0.01,0.03,-0.09
CodeLLaMA-7B,0.34,0.39,0.66,0.43,0.6,0.14,0.27,0.28,0.25,0.21,0.54,0.1,0.07,0,0,0.85,0,0,0,0,0,0,0.1,0.67,-3.62,0,0,-5.18,0.52,-0.01,0.51,0,0.51,0.02,0.66,0,0.43,0,0.81,0,0,0,0.06,0,0.47,0.04,0.36,-0.03,0.88,-0.01,0.02,0
DISC-FinLLM,0.29,0.26,0.32,0.32,0.6,0.19,0.28,0.29,0.29,0.29,0.29,0.29,0.12,0,0,0,0,0,0,0,0,0,0.22,0.61,-4.13,0,0,-5.18,0.44,-0.05,0.5,0.02,0.44,-0.03,0.52,0,0.26,0,0.72,0,0.66,-0.04,0.46,0.02,0.92,0,0.95,0,0.63,-0.02,0,0