Table 8 Result of rehabilitation relationship extraction based on BERT-BiGRU-attention.
From: Knowledge discovery of diseases symptoms and rehabilitation measures in Q&A communities
Relationship categories | precision | recall | F1-score | AUPR | AUC |
|---|---|---|---|---|---|
DS | 0.9454 | 0.9611 | 0.9532 | 0.9409 | 0.9581 |
SFD | 0.9819 | 0.9792 | 0.9805 | 0.9211 | 0.9810 |
NSFD | 0.9238 | 0.9700 | 0.9463 | 0.9119 | 0.9473 |
UKN | 0.9024 | 0.7872 | 0.8409 | 0.8347 | 0.8654 |
Total | 0.9665 | 0.9666 | 0.9663 | 0.9315 | 0.9667 |