Papers with modeling syntax
One Size Does Not Fit All: Comparing NMT Representations of Different Granularities (N19-1)
Copied to clipboard
| 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. |