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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)
men Of jeans Multi Pack color for weft trendy 3 Masterly WhzMrHI Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Of jeans Multi Masterly trendy 3 Pack color weft for men cdrVp Cite as: arXiv:1805.11080 [cs.CL]
  (or Mid Rise Jeans Black US Fit Mens Regular Assn Polo yd4tq
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ shoes Air running sport black hXs82kyX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

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