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Table 8 Performance comparison of downstream layers

From: BertSRC: transformer-based semantic relation classification

Layer architecture

Accuracy

Precision

Recall

F1-score

CLS token layer

*0.858 **(0.016)

0.823 (0.026)

0.835 (0.015)

0.827 (0.017)

Two-token layer

0.867 (0.014)

0.840 (0.018)

0.847 (0.011)

0.842 (0.013)

Three-token layer

0.861 (0.013)

0.835 (0.027)

0.842 (0.009)

0.836 (0.016)

  1. The best scores are in bold
  2. *Mean
  3. **Standard deviation