Papers › Learning to Map Context-Dependent Sentences to Executable Formal Queries

Learning to Map Context-Dependent Sentences to Executable Formal Queries

18 Apr 2018NAACL 2018 6arXiv:1804.06868archive 2025-07-28

Alane Suhr, Srinivasan Iyer, Yoav Artzi

We propose a context-dependent model to map utterances within an interaction to executable formal queries. To incorporate interaction history, the model maintains an interaction-level encoder that updates after each turn, and can copy sub-sequences of previously predicted queries during generation. Our approach combines implicit and explicit modeling of references between utterances. We evaluate our model on the ATIS flight planning interactions, and demonstrate the benefits of modeling context and explicit references.

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