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Machine Comprehension, Question Answering and Natural Language Understanding

Dataset

Machine Comprehension

Question Answering on Knowledgebase

  • [2014 ACL] Freebase QA: Information Extraction or Semantic Parsing?, [paper].
  • [2016 ACL] Question Answering on Freebase via Relation Extraction and Textual Evidence, [paper], sources: [syxu828/QuestionAnsweringOverFB].
  • [2017 ACL] An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge, [paper], [homepage], [blog].
  • [2017 ACL] Improved Neural Relation Detection for Knowledge Base Question Answering, [paper].
  • [2017 ACL] Reading Wikipedia to Answer Open-Domain Questions, [paper], sources: [facebookresearch/DrQA], [hitvoice/DrQA].
  • [2017 ArXiv] Dynamic Integration of Background Knowledge in Neural NLU Systems, [paper], [homepage].
  • [2018 ArXiv] An Attention-Based Word-Level Interaction Model: Relation Detection for Knowledge Base Question Answering, [paper].
  • [2018 SemEval] Yuanfudao at SemEval-2018 Task 11: Three-way Attention and Relational Knowledge for Commonsense Machine Comprehension, [paper], sources: [intfloat/commonsense-rc].

Memory Networks

Modified LSTM/GRU for Machine Comprehension