Improving Cross-Domain Performance for Relation Extraction via Dependency Prediction and Information Flow Control
Table 5: Ablation Study. Model’s performance on the ACE 2005 developmet set.
['[BOLD] System', '[BOLD] Precision', '[BOLD] Recall', '[BOLD] F1']
Three important components in the proposed model DRPC include the self-attention layer (called SA), the dependency relation prediction technique (called DP), and the control mechanism (called CM). From the table, we can conclude that all the three components SA, DP and CM are important for DRPC as removing any of them would further decrease the performance of the model.