Table 6 Cross-corpora evaluation by continual learning (CL), multi-corpora learning (ML), and continual multi-corpora learning (CML), single-head classifier (S), and multi-head classifier (M)
From: JCBIE: a joint continual learning neural network for biomedical information extraction
Training methods | CLS | ADE | DDI- ADE | DDI- CPR- ADE | ADE- DDI | ADE- DDI- CPR | Avg. |
|---|---|---|---|---|---|---|---|
CL | S | 29.99 | 33.69 | 31.95 | 1.04 | 0.01 | 19.34 |
M | 30.06 | 34.13 | 32.04 | 26.73 | 23.21 | 29.23 | |
ML | S | 29.41 | 28.88 | 25.62 | 28.88 | 25.62 | 27.68 |
M | 30.76 | 32.29 | 26.66 | 32.29 | 26.66 | 29.73 | |
CML | S | 25.21 | 36.46 | 27.08 | 20.13 | 22.51 | 26.28 |
M | 28.16 | 38.95 | 33.83 | 28.01 | 29.18 | 31.63 | |
Avg. | S | 28.20 | 33.01 | 28.22 | 16.68 | 16.05 | 24.43 |
M | 29.66 | 35.12 | 30.84 | 29.01 | 26.35 | 30.20 |