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. 2025 Dec 11;16:2001. doi: 10.1038/s41598-025-31653-3

Table 13.

Sensitivity analysis on LIAR Dataset.

Parameter Values Tested Accuracy (%) F1-score (%) ROC-AUC (%)
Learning Rate 1e-5/2e-5/3e-5 95.8/96.2/96.0 95.6/96.0/95.9 96.9/97.1/97.0
Batch Size 16/32/64 95.9/96.2/95.8 95.7/96.0/95.6 97.0/97.1/96.8
Ensemble Weight α 0.5/0.62/0.7 95.6/96.2/95.9 95.4/96.0/95.7 96.7/97.1/96.9