Papers with well-understood sequence models
Semantic graph parsing with recurrent neural network DAG grammars (D19-1)
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| Challenge: | Semantic parsing is the task of mapping natural language to machine interpretable meaning representations. |
| Approach: | They propose a graph-aware sequence model that generates only well-formed graphs . their model is based on a multilingual semantic graphbank . |
| Outcome: | The proposed model yields competitive results in English and establishes the first results for German, Italian and Dutch. |