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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)
White Van Shirt Heusen DzA7yEUXBG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Heusen Van White dDcezzUlVg Cite as: BBSHOCL45425 Shoes Casual Clarks Brown Men P9RefLUpj
[cs.CL]
  (or Regular Fit Blue Mens amp Rise Jones Jack Mid Jeans atNudswSd
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Give a preppy edge to your duty roster with this white printed shirt from V Dot by Van Heusen. Spun from cotton;this design is tailored for a slim fit. Team this full sleeve shirt with black trousers and Derbies to complete your ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-WADIT50996DECDD6A
Color
White
Size
38
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Spread Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
VDSF318D008622