Research Article
SynoExtractor: A Novel Pipeline for Arabic Synonym Extraction Using Word2Vec Word Embeddings
Table 14
Results of using the SynoExtractor pipeline on Gigaword embeddings.
| | ā | P@1 | P@2 | P@3 | P@4 | P@5 | P@6 | P@7 | P@8 | P@9 | P@10 | MAP | MAR |
| | Baseline | 0.533 | 0.4 | 0.31 | 0.25 | 0.200 | 0.177 | 0.158 | 0.158 | 0.140 | 0.14 | 0.535 | 0.164 | | LM filter | 0.6 | 0.433 | 0.355 | 0.283 | 0.240 | 0.211 | 0.175 | 0.175 | 0.162 | 0.166 | 0.607 | 0.164 | | Co filter | 0.466 | 0.366 | 0.288 | 0.233 | 0.200 | 0.188 | 0.141 | 0.141 | 0.118 | 0.11 | 0.479 | 0.137 | | POS | 0.466 | 0.366 | 0.288 | 0.233 | 0.200 | 0.188 | 0.141 | 0.141 | 0.118 | 0.11 | 0.479 | 0.137 |
|
|