Table 2 Performance comparison (× 100)... | Emerald Publishing

Table 2

Performance comparison (× 100) of six-word embedding baseline models against 13-word similarity datasets

	Word similarity datasets
	WS	WS-SIM	WS-REL	MC	RG	RW	MEN	Mturk287	Mturk771	YP	SimLex	Verb	SimVerb
SGNS	71.6	78.7	62.8	81.1	79.3	46.6	76.1	67.3	67.8	53.6	39.8	45.6	28.9
CBOW	64.3	74.0	53.4	74.7	81.3	43.3	72.4	67.4	63.6	41.6	37.2	40.9	24.5
GloVe	59.7	66.8	55.9	74.2	75.1	32.5	68.5	61.9	63.0	53.4	32.4	36.7	17.2
FastText	64.8	72.1	56.4	76.3	77.3	46.6	73.0	63.0	63.0	49.0	35.2	35.0	21.9
ngram2vec	74.2	81.5	67.8	85.7	79.5	45.0	75.1	66.5	66.5	56.4	42.5	47.8	32.1
Dict2vec	69.4	72.8	57.3	80.5	85.7	499	73.3	60.0	65.5	59.6	41.7	18.9	41.7

	Word similarity datasets
	WS	WS-SIM	WS-REL	MC	RG	RW	MEN	Mturk287	Mturk771	YP	SimLex	Verb	SimVerb
SGNS	71.6	78.7	62.8	81.1	79.3	46.6	76.1	67.3	67.8	53.6	39.8	45.6	28.9
CBOW	64.3	74.0	53.4	74.7	81.3	43.3	72.4	67.4	63.6	41.6	37.2	40.9	24.5
GloVe	59.7	66.8	55.9	74.2	75.1	32.5	68.5	61.9	63.0	53.4	32.4	36.7	17.2
FastText	64.8	72.1	56.4	76.3	77.3	46.6	73.0	63.0	63.0	49.0	35.2	35.0	21.9
ngram2vec	74.2	81.5	67.8	85.7	79.5	45.0	75.1	66.5	66.5	56.4	42.5	47.8	32.1
Dict2vec	69.4	72.8	57.3	80.5	85.7	499	73.3	60.0	65.5	59.6	41.7	18.9	41.7