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abstractive-summarisation-sentence-simplification's Introduction

Abstractive sentence summarization

Given a complex sentence the task is to rewrite the sentence in a simpler form. Abstractive summarisation of a complex sentence.This is an implementation of sequence-to-sequence model using a bidirectional GRU encoder and a GRU decoder.

Tasks

  • Setup train environment(tensorflow) and download Giga and CNN data set.
  • Setup the code for training.
  • Train the model
  • Test the trained model on test dataset.

References

https://arxiv.org/pdf/1409.0473.pdf https://www.tensorflow.org/api_docs/python/tf/contrib/seq2seq/BahdanauAttention http://archive.ics.uci.edu/ml/datasets/Legal+Case+Report https://github.com/NightFury13/TextSummarizer/tree/master/DUC-2004s

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