Papers with Dependency parsing research
Monte Carlo Syntax Marginals for Exploring and Using Dependency Parses (N18-1)
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| Challenge: | Dependency parsing research focuses on improving accuracy of single-tree predictions . ambiguity is inherent to natural language syntax, and communicating it is important for error analysis . |
| Approach: | They propose a transition sampling algorithm to sample from the full joint distribution of parse trees defined by a model and demonstrate its usefulness. |
| Outcome: | The proposed method can be used to propagate parse uncertainty to two downstream applications. |