Research Article
An Intelligent COVID-19-Related Arabic Text Detection Framework Based on Transfer Learning Using Context Representation
Table 7
Arabic fine-grained content multiclass scenario data detection evaluation results for ten-class classification task.
| Classifier model | Accuracy | | Recall | F1-score |
| PAC | 0.64 | 0.36 | 0.28 | 0.29 | LRC | 0.66 | 0.38 | 0.24 | 0.25 | RFC | 0.52 | 0.05 | 0.01 | 0.07 | LSVC | 0.67 | 0.49 | 0.30 | 0.32 | DTC | 0.56 | 0.28 | 0.26 | 0.26 | KNNC | 0.55 | 0.30 | 0.30 | 0.30 | EBC | 0.64 | 0.39 | 0.25 | 0.27 | ETC | 0.54 | 0.29 | 0.27 | 0.27 | EGBC | 0.63 | 0.36 | 0.26 | 0.28 | AraBERT | 0.67 | 0.58 | 0.67 | 0.59 | Proposed ensemble model | 0.66 | 0.64 | 0.66 | 0.65 |
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