Question Answering using SQUAD 1.0

Last updated on Aug 16, 2020

Language Understanding Capabilities of computers is crucial to many modern applications such as voice assistants,autocomplete suggestions for emails and answering questions by users in search engines.Out of them Reading Comprehension is an important and challenging problem.

Reading Comprehension consists of a pipeline designed to answer the question in natural language. One of the challenging tasks of Reading Comprehension is Closed Domain Question Answering. Solving such tasks requires a semantic and syntactic understanding of the question as well as context paragraph.

Activities

  • Preprocessed and extracted custom features along with pre-trained word embedding(Glove).
  • Trained QA model(simplified Stanford Attentive Reader) with 70% F1 Score.
Deep Learning Question Answering

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