ACL-16 @ ProbModels

  • Tutorial
  • LSTM has been a standard (and strong) baseline in the NLP toolbox
  • Question generation
    • Generating Factoid Questions With Recurrent Neural Networks
    • Generating Natural Questions About an Image
  • Reading comprehension
    • ¬†matching -> inference
    • A Thorough Examination of the CNN/Daily Mail Reading Comprehension Task
    • WIKIREADING: A Novel Large-scale Language Understanding Task over Wikipedia
  • Involve human during learning
    • On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems
    • Learning Language Games through Interaction
  • Using natural language¬†as an representation layer
    • Using Sentence-Level LSTM Language Models for Script Inference
    • Deep Reinforcement Learning with a Natural Language Action Space
    • Natural Logic