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. 2022 Apr 18;122:108842. doi: 10.1016/j.asoc.2022.108842

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%