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Discourse Parsing

  1. Predicting Discourse Structure using Distant Supervision from Sentiment [EMNLP 2019] Patrick Huber, Giuseppe Carenini.
    • In DP Task, the corpus is so small that NN method not work in this task.
    • But the annotated is very expensive, so need a method to generate the dataSet.
    • And the Discourse Parsing Task is a fundamental task in NLP which can be use by some downstream task like sentiment analysis.
    • So having a mind whether can use the sentiment info to generate the dataSet.
      1. Using a big sentiment to train a SOTA Sentiment Analyzer Model.
      1. Using the SOTA Hidden -> Generation CKY-style tree.
    • Evaluation in inter-domain corpus to prove the transfer info is useful.