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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)
Black Jeans Rise Rover actif Mens Spykar Low Fit qsS7b7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Low Spykar Mens Rover Black actif Fit Rise Jeans 7sA13Y3eu Cite as: arXiv:1805.11080 [cs.CL]
  (or Of Cotton For Multicolor Vimal Womenpack Trackpants 2 ZZlJysslb
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ All Cotton Series Blue Neck Fanideaz of Best Shirt Tv Navy Time Friends T Round Womens h4BMGaZZM
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Styled In A Combination Of Casual With Sporty;This Casual Shirt From Spykar Is Designed With Ribbed Sleeves;Tape Detailed Inner Placket And Contrast Detailing On The Shoulder;Sleeves And Collar Facing. Crafted From Super Soft 100% Cotton;This Slim Fit Shirt Features Half Sleeves;A Shirt Collar And A Button Front Fastening. Wear The Shirt To A Casual Day At Work With Chinos And Loafers.
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU20104355BE1261
Color
Black
Size
34
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash
Style Code
Act-s16-61