Papers by Ilya Yakubovskiy
Conditional Generators of Words Definitions (P18-2)
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| Challenge: | Existing definition modeling techniques for word embeddings only take into account words with multiple meanings. |
| Approach: | They propose a model that takes into account word ambiguities and polysemy and proposes a solution using latent variable modeling and soft attention mechanisms. |
| Outcome: | The proposed model improves on word ambiguity and polysemy and can be used for word sense disambiguation tasks. |