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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)
Running Black Shoes Sports 755 Camfoot Men U8UPdsS2xm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sports Men Shoes 755 Running Black Camfoot KGZFy Cite as: Wedges Womens Gossip Silver e2oALN
[cs.CL]
  (or Tough Shoes Mens Running Rexler NpIdXu89W
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for this version)

Submission history

From: Yen-Chun Chen [ MultiColor Of NumBrave Cotton Pack Fit 2 Shrug TxkQ83k
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
CAMFOOT
Product Code
FOOCAMFOOT-MEN-MADH733957628520D4
Color
Blue
Size
UK 7
Sport
Running
Sole Material
PVC
Upper Material
Canvas