Table 6 Detailed nested event trigger detection results on the different datasets
From: Child-Sum EATree-LSTMs: enhanced attentive Child-Sum Tree-LSTMs for biomedical event extraction
Dataset | Method | Event Type | |
|---|---|---|---|
BIND P/R/F1 (%) | REG P/R/F1 (%) | ||
BioNLP’09 | Riedel et al. [33] | –/–/52.6 | 58.33/48.76/53.12 |
J Björne et al. [34] | –/–/– | –/–46.9 | |
Yu et al. [36] | 65.47/44.69/53.12 | –/–/– | |
Child-Sum EATree-LSTM | 66.12/45.12/53.64 | 58.55/49.12/53.42 | |
BioNLP’11 | J Björne et al. [35] | 43.60/42.97/43.28 | 47.64/38.72/42.72 |
Riedel et al. [33] | 56.42/42.97/48.79 | 52.67/37.52/43.82 | |
Yu et al. [36] | 60.23/47.10/52.86 | 42.42/48.76/45.37 | |
Child-Sum EATree-LSTM | 61.12/47.25/53.30 | 53.25/41.25/46.49 | |
BioNLP’13 | Hakala et al. [37] | –/–/42.88 | –/–/38.41 |
Li et al. [38] | 45.43/46.25/45.83 | 47.81/34.21/39.88 | |
Yu et al. [36] | 45.76/47.28/46.51 | 46.31/38.97/42.32 | |
Child-Sum EATree-LSTM | 47.88/47.32/47.60 | 47.99/38.25/42.57 | |