Scores: Accuracy / F1 Score.

Model Grouping Model Name CFA Level 1 CFA Level 2 CFA Level 3 CPA REG
Financial Models Model - - - -
Base Models Llama 3.1 8Bopen_in_new 13.33
0.133 		19.48
0.199 		16.67
0.179 		31.68
0.317
Llama 3.1 70Bopen_in_new 42.22
0.418 		29.87
0.303 		24.36
0.271 		41.58
0.426
DeepSeek V3open_in_new 54.44
0.556 		46.75
0.485 		47.44
0.496 		65.35
0.654
GPT-4oopen_in_new 63.33
0.631 		55.84
0.563 		51.28
0.517 		67.33
0.667
Gemini 2.0 FLopen_in_new 55.56
0.556 		56.67
0.567 		52.56
0.538 		63.37
0.638
Fine-tuned Models Llama 3.1 8B LoRA 86.67
0.867 		88.31
0.883 		70.51
0.705 		80.20
0.802
Llama 3.1 8B QLoRA 87.78
0.878		 83.12
0.835 		66.67
0.675 		88.12
0.885
Llama 3.1 8B DoRA 87.78
0.878		 90.91
0.909 		69.23
0.697 		90.10
0.901
Llama 3.1 8B rsLoRA 87.78
0.878		 92.21
0.922		 79.49
0.795		 90.10
0.901
Gemini 2.0 FL N/A 52.22
0.530 		51.11
0.519 		51.28
0.557 		51.28
0.557