Papers with feature-wise sigmoid gating mechanism
Gating Mechanisms for Combining Character and Word-level Word Representations: an Empirical Study (N19-3)
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| Challenge: | Existing studies show that combining character and word-level representations improves word and sentence representations . however, word-based embeddings do not account for derivational processes resulting in syntactically-similar words with different meanings. |
| Approach: | They propose to combine character and word-level representations to improve word and sentence representations. |
| Outcome: | The proposed method performed well in several word similarity datasets. |