Table 8. Performance of the multi-label misinformation classification models trained and evaluated using ArCOV19-MLM.
Boldface represents the best performance scores for each metric.
Classifier | Binary Relevance (BR) | Label Powerset(LP) | ||||
---|---|---|---|---|---|---|
Jaccard | Macro-F1 | Micro-F1 | Jaccard | Macro-F1 | Micro-F1 | |
RF | 39.35% | 48.61% | 55.25% | 62.65% | 55.4% | 62.54% |
Linear SVC | 60.29% | 67.84% | 75.23% | 76.3% | 68.89% | 76.69% |