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What are state of art techniques to build Abstractive summarisation on some paragraphs or articles and what kind of hurdles or challenges are there to approach this problem?

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Text summarization is an active research topic and the question is very broad. For a detailed answer one has to study the state of the art, there's a rich literature on the topic.

From a recent survey paper:

  • Deep Learning Models capture both the syntactic and semantic structure.
  • Requirement of large data set limits the use of Deep Learning Models.
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