Table 4 The effect of each component on performance of the PSB2016 and SMM4H corpora.
From: Exploiting question-answer framework with multi-GRU to detect adverse drug reaction on social media
Methods | PSB2016 | SMM4H2018 | ||||
|---|---|---|---|---|---|---|
P(%) | R(%) | F(%) | P(%) | R(%) | F(%) | |
Bi-GRU | 57.26 | 49.20 | 52.92 | 39.15 | 33.10 | 35.87 |
vMF+Bi-GRU | 61.58 | 48.34 | 54.16 | 45.61 | 36.46 | 40.52 |
vMF+Attention | 58.85 | 50.30 | 54.24 | 45.40 | 37.82 | 41.26 |
vMF+Multi-GRU | 65.22 | 51.83 | 57.76 | 49.22 | 60.35 | 54.22 |
vMF+Multi-GRU+Attention | 65.90 | 60.20 | 62.92 | 68.84 | 67.50 | 68.16 |
QA+ vMF+Multi-GRU+Attention | 71.52 | 75.15 | 73.29 | 78.21 | 84.65 | 81.30 |
