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Deeper syntax for better semantic parsing

2016-12-01 · COLING 2016 12 · Olivier Michalon, Corentin Ribeyre, C, Marie ito, Alexis Nasr

Syntax plays an important role in the task of predicting the semantic structure of a sentence. But syntactic phenomena such as alternations, control and raising tend to obfuscate the relation between syntax and semantics. In this paper we predict the semantic structure of a sentence using a deeper syntax than what is usually done. This deep syntactic representation abstracts away from purely syntactic phenomena and proposes a structural organization of the sentence that is closer to the semantic representation. Experiments conducted on a French corpus annotated with semantic frames showed that a semantic parser reaches better performances with such a deep syntactic input.

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Semantic ParsingSemantic Role LabelingSentence

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