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. 2021 Mar 25;16(3):e0248299. doi: 10.1371/journal.pone.0248299

Table 6. Ablation Study: The value within the bracket shows the absolute decrements in the model by removing the respective component.

Model Precision Recall F1-Score
Proposed Model Gated(CNN+PE+PA+BERT) 66.41 67.10 66.75
BERT 65.54 (0.87↓) 61.83 (5.27↓) 63.59 (3.16↓)
Position-aware Attention 64.94 (1.47↓) 64.63 (2.47↓) 64.79 (1.96↓)
Position Embedding 65.68 (0.73↓) 65.18(1.92↓) 65.43 (1.32↓)
CNN 60.55 (5.86↓) 57.26(9.84↓) 58.86 (7.89↓)