Table 5 Detailed complex event trigger detection results on MLEE dataset
From: Child-Sum EATree-LSTMs: enhanced attentive Child-Sum Tree-LSTMs for biomedical event extraction
Method | Pyysalo et al. [4] | Zhou et al. [39] | Nie et al. [32] | Child_Sum EATree-LSTM |
|---|---|---|---|---|
Event Type | P/R/F1 (%) | P/R/F1 (%) | P/R/F1 (%) | P/R/F1 (%) |
Binding | 84.00/76.36/80.00 | 81.13/78.18/79.63 | 81.82/80.36/81.08 | 82.02/80.55/81.28 |
Regulation | 46.48/60.37/52.52 | 56.49/53.05/54.72 | 59.90/67.98/63.68 | 61.25/69.21/64.99 |
Positive Regulation | 67.85/86.73/76.14 | 71.58/86.41/78.30 | 67.14/91.03/77.28 | 72.02/87.25/78.91 |
Negative Regulation | 74.35/77.03/75.66 | 77.09/78.83/77.95 | 70.86/84.55/77.10 | 75.12/81.22/78.05 |