From: Adverse drug reaction detection via a multihop self-attention mechanism
Method | TwiMed-PubMed | TwiMed-Twitter | ||||
---|---|---|---|---|---|---|
 | P | R | F1 | P | R | F1 |
Feature-rich SVM [24] | 0.799 | 0.681 | 0.728±0.100 | 0.752 | 0.810 | 0.778±0.047 |
IAN [24] | 0.878 | 0.738 | 0.792±0.016 | 0.836 | 0.813 | 0.824±0.042 |
CNN-based method [42] | 0.849 | 0.831 | 0.835±0.060 | 0.739 | 0.788 | 0.761±0.061 |
multichannel CNN [43] | 0.861 | 0.780 | 0.816±0.072 | 0.738 | 0.841 | 0.780±0.054 |
Joint AB-LSTM [44] | 0.817 | 0.856 | 0.831±0.040 | 0.701 | 0.828 | 0.754±0.072 |
BiLSTM+MSAM+position | 0.858 | 0.852 | 0.853±0.057 | 0.748 | 0.856 | 0.799±0.046 |