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. 2022 Oct 20;10(10):e41136. doi: 10.2196/41136

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.