Table 5.
Performance evaluation metrics of BERT.
| Batch size | Learning rate | Macro precision | Macro recall | Macro F1-score | Accuracy | Time |
|---|---|---|---|---|---|---|
| 32 | 1e−5 | 82.72% | 82.70% | 82.69% | 84.11% | 1229 s |
| 2e−5 | 83.71% | 83.31% | 83.41% | 84.82% | ||
| 3e−5 | 82.74% | 82.01% | 82.14% | 83.77% | ||
| 4e−5 | 82.79% | 82.24% | 82.20% | 83.78% | ||
| 5e−5 | 82.78% | 82.39% | 82.54% | 83.91% | ||
| 16 | 1e−5 | 83.92% | 83.36% | 83.55% | 84.91% | 1345 s |
| 2e−5 | 82.60% | 82.29% | 82.43% | 83.87% | ||
| 3e−5 | 82.73% | 82.22% | 82.38% | 83.79% | ||
| 4e−5 | 82.66% | 82.09% | 82.27% | 83.75% | ||
| 5e−5 | 82.74% | 82.01% | 82.14% | 83.77% | ||
| 8 | 1e−5 | 82.92% | 82.58% | 82.67% | 84.16% | 1642 s |
| 2e−5 | 81.89% | 81.35% | 81.51% | 81.35% | ||
| 3e−5 | 81.92% | 81.59% | 81.69% | 81.59% | ||
| 4e−5 | 81.35% | 80.66% | 80.87% | 80.66% | ||
| 5e−5 | 83.47% | 83.34% | 83.29% | 84.69% | ||