Sequence-based Structured Prediction for Semantic Parsing

@inproceedings{Xiao2016SequencebasedSP,
  title={Sequence-based Structured Prediction for Semantic Parsing},
  author={Chunyang Xiao and Marc Dymetman and Claire Gardent},
  booktitle={ACL},
  year={2016}
}
We propose an approach for semantic parsing that uses a recurrent neural network to map a natural language question into a logical form representation of a KB query. Building on recent work by (Wang et al., 2015), the interpretable logical forms, which are structured objects obeying certain constraints, are enumerated by an underlying grammar and are paired with their canonical realizations. In order to use sequence prediction, we need to sequentialize these logical forms. We compare three… CONTINUE READING
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