Frame-Semantic Parsing

@article{Das2014FrameSemanticP,
  title={Frame-Semantic Parsing},
  author={Dipanjan Das and Desai Chen and Andr{\'e} F. T. Martins and Nathan Schneider and Noah A. Smith},
  journal={Computational Linguistics},
  year={2014},
  volume={40},
  pages={9-56}
}
Frame semantics is a linguistic theory that has been instantiated for English in the FrameNet lexicon. We solve the problem of frame-semantic parsing using a two-stage statistical model that takes lexical targets (i.e., content words and phrases) in their sentential contexts and predicts frame-semantic structures. Given a target in context, the first stage disambiguates it to a semantic frame. This model uses latent variables and semi-supervised learning to improve frame disambiguation for… CONTINUE READING
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