Table 10.

Performance evaluation metrics of RoBERTa.

Batch size	Learning rate	Macro precision	Macro recall	Macro F1-score	Accuracy	Time
32	1e−5	83.05%	82.54%	82.74%	84.20%	1256 s
	2e−5	83.58%	83.18%	83.33%	84.69%
	3e−5	82.60%	82.29%	82.43%	83.87%
	4e−5	81.34%	81.02%	81.13%	82.59%
	5e−5	82.05%	81.98%	81.98%	83.49%
16	1e−5	83.06%	82.96%	82.96%	82.96%	1437 s
	2e−5	82.74%	82.35%	82.47%	82.35%
	3e−5	81.94%	81.65%	81.73%	81.65%
	4e−5	83.74%	83.26%	83.44%	84.83%
	5e−5	81.59%	81.09%	81.21%	81.09%
8	1e−5	83.22%	82.88%	82.98%	82.88%	1428 s
	2e−5	84.87%	84.19%	84.47%	85.69%
	3e−5	83.15%	82.67%	82.88%	84.33%
	4e−5	82.84%	82.38%	82.57%	84.06%
	5e−5	81.64%	81.41%	81.45%	83.00%