Skip to main content

Table 4 Performance comparison across variations of our method on development set

From: Biomedical event extraction with a novel combination strategy based on hybrid deep neural networks

  CG PC MLEE
Methods Recall Precision F1 Scores Recall Precision F1 Scores Recall Precision F1 Scores
Proposed 51.29 63.34 56.68 49.32 59.90 54.10 53.53 62.34 57.60
Single-model 48.34 55.73 51.77 48.43 52.32 50.30 49.96 55.64 52.65
Single-pipeline-model 47.68 54.80 51.00 47.49 52.95 50.07 48.43 53.73 50.94
Combination-rule-single 50.50 57.46 53.75 46.92 55.94 51.04 48.09 55.28 51.43
Combination-rule-all 54.51 52.05 53.25 50.21 47.69 48.92 52.51 48.77 50.57
EE-probability 49.16 64.22 55.69 46.74 60.60 52.77 48.43 63.72 55.03
Zero-threshold 50.74 62.24 55.90 48.90 57.06 52.66 53.02 62.30 57.29
Without-CharCNN 50.57 62.18 55.78 46.08 55.08 50.18 51.57 63.52 56.93