Research Article
An Intelligent COVID-19-Related Arabic Text Detection Framework Based on Transfer Learning Using Context Representation
Table 6
Arabic stance data detection evaluation results for ternary classification task.
| Classifier model | Accuracy | Precision | Recall | F1-score |
| PAC | 0.81 | 0.61 | 0.54 | 0.57 | LRC | 0.82 | 0.75 | 0.42 | 0.45 | RFC | 0.81 | 0.27 | 0.33 | 0.30 | LSVC | 0.83 | 0.67 | 0.52 | 0.57 | DTC | 0.78 | 0.53 | 0.52 | 0.52 | KNNC | 0.79 | 0.55 | 0.55 | 0.55 | EBC | 0.79 | 0.56 | 0.48 | 0.51 | ETC | 0.76 | 0.46 | 0.43 | 0.44 | EGBC | 0.82 | 0.69 | 0.42 | 0.45 | AraBERT | 0.83 | 0.84 | 0.83 | 0.84 | Proposed ensemble model | 0.86 | 0.85 | 0.84 | 0.84 |
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