SynoExtractor: A Novel Pipeline for Arabic Synonym Extraction Using Word2Vec Word Embeddings

Table 9

The best-obtained results from the Gigaword corpus for p@(1–10), MAP, and MAR after fine tuning CBOW and SG training parameters which were obtained with window size = 2, dimensions = 150, and epochs = 50 (baseline results for the Gigaword corpus).

	P@1	P@2	P@3	P@4	P@5	P@6	P@7	P@8	P@9	P@10	MAP	MAR
CBOW	0.533	0.4	0.31	0.25	0.200	0.177	0.158	0.158	0.140	0.14	0.535	0.164
SG	0.333	0.233	0.222	0.2	0.213	0.188	0.158	0.158	0.140	0.126	0.388	0.129