From: Adverse drug reaction detection via a multihop self-attention mechanism
Method | TwiMed-PubMed | TwiMed-Twitter | ||||
---|---|---|---|---|---|---|
 | P | R | F1 | P | R | F1 |
BiLSTM | 0.853 | 0.806 | 0.829 | 0.680 | 0.754 | 0.715 |
BiLSTM+position | 0.843 | 0.825 | 0.836 | 0.809 | 0.654 | 0.723 |
BiLSTM+Self-Attention+position | 0.855 | 0.845 | 0.846 | 0.731 | 0.793 | 0.751 |
BiLSTM+MSAM+position | 0.858 | 0.852 | 0.853 | 0.748 | 0.856 | 0.799 |