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

Table 3

Ablation study on AD--SSI Model.

Model	Marco-P	Marco-R	Marco-F
AD--SSI	0.9887	0.9883	0.9885
Remove components
adversarial training	0.9874	0.9868	0.9871
SSI learning	0.9879	0.9875	0.9877
adversarial training & SSI learning	0.9860	0.9857	0.9859