Combining BERT Model with Semi-Supervised Incremental Learning for Heterogeneous Knowledge Fusion of High-Speed Railway On-Board System

Table 5

Ablation study on AD--SSI Model.

Model	Marco-P	Marco-R	Marco-F
AD--SSI	0.9863	0.9871	0.9867
Remove components
adversarial training	0.9871	0.9861	0.9866
SSI learning	0.9845	0.9842	0.9844
adversarial training & SSI learning	0.9839	0.9838	0.9838