FRAGE: Frequency-Agnostic Word Representation
Table 1: Results on three word similarity datasets.
['[BOLD] RG65  [BOLD] Orig.', '[BOLD] RG65  [BOLD] with FRAGE', '[BOLD] WS  [BOLD] Orig.', '[BOLD] WS  [BOLD] with FRAGE', '[BOLD] RW  [BOLD] Orig.', '[BOLD] RW  [BOLD] with FRAGE']
Word Similarity From the table, we can see that our method consistently outperforms the baseline on all datasets. In particular, we outperform the baseline for about 5.4 points on the rare word dataset RW. This result shows that our method improves the representation of words, especially the rare words.