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. 2022 Jun 7;10(6):e37804. doi: 10.2196/37804

Table 5.

The F1 score performance on simple events, nested events, and all events on the multilevel event extraction corpus.

Subtask and model Simple (%) Nested (%) All (%)
Trigger

CNNa 79.52 78.80 78.52

RLb+KBsc N/Ad N/A N/A

DeepEventMine N/A 79.12 N/A

HANNe N/A N/A N/A

Our model 79.96f 80.05f 80.18f
Event

CNN 61.33 54.29 58.87

RL+KBs N/A 58.69 60.09

DeepEventMine N/A 51.73 61.87

HANN 77.08f 45.46 59.74

Our model 64.85 61.26f 62.80f

aCNN: convolutional neural network.

bRL: reinforcement learning.

cKB: knowledge base.

dN/A: not applicable.

eHANN: hierarchical artificial neural network.

fThe best value compared with other models.