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

Table 1

Comparison of evaluation indicators of each model

Mission name	Crime prediction task				Statutory recommendations
Model name	Micro-F1	Macro-F1	F1-score	Micro-F1	Macro-F1	F1-score
SVM for task1	0.815	0.648	0.792	—	0.592	0.683
SVM for task2	—	—	—	0.773	—	—
Text CNN for task1	0.841	0.751	0.813	0.848	0.721	0.785
Text CNN for task2	0.875	0.753	0.814	—	0.721	0.753
Text CNN multi	—	—	—	0.85	—	—
HAN for task1	0.878	0.733	0.822	0.841	0.737	0.783
HAN for task2	0.987	0.764	0.819	—	0.739	0.791
HAN multi	—	—	—	0.842	—	—