Papers with internal understanding
One Size Does Not Fit All: Comparing NMT Representations of Different Granularities (N19-1)
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| Challenge: | Recent work has shown that contextualized word representations are a viable alternative to simple word prediction tasks. |
| Approach: | They propose to use subword units and characters to model morphology, syntax, and semantics instead of word embeddings. |
| Outcome: | The proposed representations are better for modeling syntax and more robust to noisy input. |