Table 5 Ablation study on CapsTM
From: CapsTM: capsule network for Chinese medical text matching
Model | F1 | Precision | Recall |
|---|---|---|---|
CapsTM (word2vec) | 0.8432 | 0.8364 | 0.8501 |
w/o routing (max) | 0.8361 | 0.8503 | 0.8224 |
w/o routing (mean) | 0.8295 | 0.8380 | 0.8212 |
w/o attention | 0.8216 | 0.8005 | 0.8438 |
CapsTM (BERT) | 0.8666 | 0.8655 | 0.8677 |
w/o routing (max) | 0.8630 | 0.8635 | 0.8624 |
w/o routing (mean) | 0.8646 | 0.8680 | 0.8613 |
w/o attention | 0.8662 | 0.8641 | 0.8683 |