Table 6.
Experimental results of baseline, one-channel, and the proposed MCCNN on DDI task. Baseline: with one-channel randomly initialized word embedding. One-channel: with one-channel Wikipedia and PubMed word embedding.
| Baseline | One-channel | MCCNN | |||||||
|---|---|---|---|---|---|---|---|---|---|
| P | R | F | P | R | F | P | R | F | |
| Advice | 89.39 | 53.88 | 67.24 | 80.77 | 67.12 | 73.32 | 82.99 | 73.52 | 77.97 |
| Effect | 56.32 | 57.42 | 56.87 | 60.46 | 73.67 | 66.41 | 67.03 | 69.47 | 68.23 |
| Mechanism | 78.33 | 53.36 | 63.47 | 64.72 | 70.81 | 67.63 | 85.00 | 62.75 | 72.20 |
| Int | 93.55 | 30.21 | 45.67 | 82.05 | 33.33 | 47.41 | 75.51 | 38.54 | 51.03 |
| Overall (micro) | 70.00 | 52.68 | 60.12 | 66.50 | 67.31 | 66.90 | 75.99 | 65.25 | 70.21 |