WordRank: Learning Word Embeddings via Robust Ranking
Table 4: Performance of word2vec, GloVe and WordRank on datasets with increasing sizes; evaluated on WS-353 word similarity benchmark and Google word analogy benchmark.
['Corpus Size', 'WS-353 (Word Similarity)  [ITALIC] word2vec', 'WS-353 (Word Similarity)  [ITALIC] GloVe', 'WS-353 (Word Similarity)  [ITALIC] WordRank', 'Google (Word Analogy)  [ITALIC] word2vec', 'Google (Word Analogy)  [ITALIC] GloVe', 'Google (Word Analogy)  [ITALIC] WordRank']
For a fair comparison, GloVe and WordRank are given as input the same co-occurrence matrix X; this eliminates differences in performance due to window size and other such artifacts, and the same parameters are used to word2vec.