Artificial Intelligence-Assisted Decision-Making Method for Legal Judgment Based on Deep Neural Network

Table 2

Comparison of evaluation indicators of each model 2.

Mission name		Crime prediction task			Statutory recommendations
Model name	Loss function	Micro-F1	Macro-F1	F1-Score	Micro-F1	Macro-F1
Text CNN	Cross entropy	0.875	0.753	0.814	0.85	0.721
HAN	Cross entropy	0.879	0.764	0.822	0.842	0.739
DPCNN	Focal loss	0.882	0.766	0.824	0.858	0.739
BERT12multi	Focal loss	0.884	0.782	0.822	0.847	0.758