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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)
Floxtar blue shoes casual s synthetic men wht6mh11GO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ 671 Furo Shoe Mens By Red O5016 Black Chief Running TzR37VZq5
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Floxtar present amazing range of Casual Shoes.These Floxtar Casual shoes is designed to offer comfort at its best;without compromising on style. Packed with features that offer luxurious comfort;this pair makes you look your casual best when paired with casuals and classy accessories
Product Code
FOOFLOXTAR-MEN-FLOX245465BFFB4295
Color
Blue
Size
UK 10
Pattern
Solid
Sole Material
PVC
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Synthetic
Disclaimer
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Set Contents
1