Table 9.
The comparison of mean F1 scores of using different models to extract syntactic dependency features in the relation extraction of Bacteria-Biotope task (BB-rel) and the binary relation extraction of plant seed development task (SeeDev-binary).
| Syntactic dependency feature | BB-rel | SeeDev-binary | ||||
|
|
Minimuma | Maximumb | Mean (SD) | Minimuma | Maximumb | Mean (SD) |
| No-use | 58.51 | 63.70 | 60.85 (1.65) | 32.89 | 36.53 | 34.60 (1.16) |
| LSTMc | 59.93 | 65.16 | 62.88 (1.66) | 34.55 d | 37.90 | 36.06 (1.07) |
| CNNe | 60.68 | 65.56 | 63.13 (1.55) | 34.47 | 38.04 | 36.37 (1.13) |
aThe lowest F1-scores of 10 different random initializations.
bThe highest F1-scores of 10 different random initializations.
cLSTM: long short-term memory network.
dThe maximum results are shown in italics.
eCNN: convolutional neural network.