Papers with word and sub-word embedding model
Additive Compositionality of Word Vectors (D19-55)
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| Challenge: | Existing research on justifying additive compositionality of word embedding models requires a rather strong assumption of uniform word distribution. |
| Approach: | They propose to relax the assumption of uniform word distribution and propose more realistic conditions for proving additive compositionality. |
| Outcome: | The proposed model improves on word similarity and noisy sentence similarity. |