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. 2023 Mar 11:1–31. Online ahead of print. doi: 10.1007/s11042-023-14883-3

Table 4.

Classification report of LIAR dataset for proposed classifiers

Classifier Label Before feature extraction After feature extraction
Accuracy (%) Recall (%) F1 Score (%) Accuracy (%) Recall (%) F1 Score (%)
Multiple Classifier (Naïve Bayes, Passive Aggression,DNN) Barely True 26 14 23 40 41 40
False 24 49 30 43 50 47
Half True 27 21 22 42 46 44
Mostly True 27 28 30 39 51 43
True 30 20 24 40 28 35