What Happens Next? Event Prediction Using a Compositional Neural Network Model

@inproceedings{GranrothWilding2016WhatHN,
  title={What Happens Next? Event Prediction Using a Compositional Neural Network Model},
  author={Mark Granroth-Wilding and Stephen Clark},
  booktitle={AAAI},
  year={2016}
}
We address the problem of automatically acquiring knowledge of event sequences from text, with the aim of providing a predictive model for use in narrative generation systems. We present a neural network model that simultaneously learns embeddings for words describing events, a function to compose the embeddings into a representation of the event, and a coherence function to predict the strength of association between two events. We introduce a new development of the narrative cloze evaluation… CONTINUE READING
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