Scores: Accuracy / F1 Score / BERTScore (F1).

Model Grouping Model Name Tag Extractionopen_in_new Value Extractionopen_in_new Formula Constructionopen_in_new Formula Calculationopen_in_new FinanceBenchopen_in_new Financial Mathopen_in_new
Financial Models Model - - - - - -
Base Models Llama 3.1 8Bopen_in_new 69.16
0.739 		52.46
0.565 		12.92
0.201 		27.27
0.317 		0.443 11.00
0.136
Llama 3.1 70Bopen_in_new 69.64
0.782 		88.19
0.904 		59.28
0.665 		77.49
0.783 		0.528 10.50
0.134
DeepSeek V3open_in_new 85.03
0.849 		98.01
0.982 		22.75
0.315 		85.99
0.868 		0.573 21.50
0.255
GPT-4oopen_in_new 81.60
0.864 		97.01
0.974 		79.76
0.820 		83.59
0.857 		0.564 27.00
0.296
Gemini 2.0 FLopen_in_new 80.27
0.811 		98.02
0.980 		61.90
0.644 		53.57
0.536 		0.552 19.00
0.204
Fine-tuned Models Llama 3.1 8B LoRAopen_in_new 89.13
0.886		 98.49
0.986 		77.61
0.876 		98.68
0.990 		0.511 30.00
0.332
Llama 3.1 8B QLoRAopen_in_new 86.89
0.872 		97.14
0.974 		89.34
0.898		 92.81
0.947 		0.542 26.50
0.307
Llama 3.1 8B DoRAopen_in_new 80.44
0.896 		98.57
0.988 		88.02
0.882 		98.92
0.993		 0.477 28.50
0.317
Llama 3.1 8B rsLoRAopen_in_new 85.26
0.879 		99.13
0.992		 89.46
0.893		 98.80
0.988 		0.575 34.50
0.370
Gemini 2.0 FL N/A 85.03
0.907		 99.20
0.992		 67.85
0.786 		54.76
0.548 		0.544 66.00
0.785