Table 7 Results AraBERT of Not-Filtered Dataset (with no similarity).
Method | Accuracy(%) | Prec.(%) | Recall.(%) | F-score(%) |
|---|---|---|---|---|
WordAntonym | 95.13 | 95 | 94 | 95 |
WordNet | 95.81 | 96 | 95 | 95 |
TF-IDF | 93.40 | 94 | 93 | 93 |
WordEmbeddings_BERTBase | 85.80 | 85 | 86 | 85 |
WordEmbeddings _DistilBERT | 84.72 | 85 | 84 | 85 |
WordEmbeddings _RoBERTa | 84.32 | 84 | 84 | 84 |
Pipeline_random | 81.54 | 81 | 81 | 81 |
Pipeline_sequential | 82.61 | 82 | 83 | 82 |