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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)
Cricket Shoes IPL Men s STALLION SPORTS 20JZSxJZA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
SPORTS Shoes s Cricket Men IPL STALLION aLCKff Cite as: Acrylic Woodland Pullover Womens XVsih
[cs.CL]
  (or KielzWhiteWomensPumps BHDUtX
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for this version)

Submission history

From: Yen-Chun Chen [ Top red 5 Friskers amp Tank Pink of Pack Black Camisole white w2kTj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
STALLION SPORTS
Product Code
FOOSTALLION-SPOSTAL3763267A6AB846
Color
Green
Size
EU 44
Sport
Cricket;Hockey
Pattern
Solid
Sole Material
Rubber
Fastening
Lace-Up
Toe Shape
Round
Upper Material
PU
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