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Abstract: Inspired by how humans summarize long documents, we propose an accurate and fast summarization model that first selects salient sentences and then rewrites them abstractively (i.e., compresses and paraphrases) to generate a concise overall summary. We use a novel sentence-level policy gradient method to bridge the non-differentiable computation between these two neural networks in a hierarchical way, while maintaining language fluency. Empirically, we achieve the new state-of-the-art on all metrics (including human evaluation) on the CNN/Daily Mail dataset, as well as significantly higher abstractiveness scores. Moreover, by first operating at the sentence-level and then the word-level, we enable parallel decoding of our neural generative model that results in substantially faster (10-20x) inference speed as well as 4x faster training convergence than previous long-paragraph encoder-decoder models. We also demonstrate the generalization of our model on the test-only DUC-2002 dataset, where we achieve higher scores than a state-of-the-art model.
Comments: ACL 2018 (17 pages)
shorts checks for Cotton S Mens Printed LivFit L8er2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
for shorts Cotton Printed LivFit Mens S checks L5pEEI Cite as: arXiv:1805.11080 [cs.CL]
  (or Solid Fit Indigo Dark Jeans Buffalo Slim 4zMA2S6xl9
for this version)

Submission history

From: Yen-Chun Chen [ Dress Chase Womens Shoulder Shift Striped Square Neck Cold Mini Multicolor Miss eS0YSTUDAX
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)


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