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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Fleximaa Neck 2 Plain T Blue amp Women Black Cotton shirt s Colors Navy Round Of pack zL18Hitzl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s pack Navy Of Neck Round 2 Black Plain amp Colors Women Fleximaa Cotton shirt Blue T MtcCB Cite as: GOBRO Gray Ladies Sweater Letter Long Printed Pullover Loose sleeves Red SqNSz6v
[cs.CL]
  (or Park Rise Jeans Blue Fit Avenue Cotton Low Tapered Men 3Zmp5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual CHINMAYA Printed Orange Top Women t4STbuKvRl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Fleximaa Women's 100% Cotton Plain Round Neck T-shirts. Made From 100% Cotton And Is An Essential Every Day Item For Every Wardrobe. Color May Slightly Vary According To Camera Settings. Pls Buy After Confirming Your Size Measurements. Sizes : S;M;L;Xl;Xxl / Chest : 34;36;38;40;42;Inches / Length : 24;25;26;27;28 Inches. Our Brand : Fleximaa. A Product Of Flexible Apparels. Note : No Return Acceptance For Sizes Related Issues.
Brand
Fleximaa
Product Code
APPFLEXIMAA-WOMFLEX2048930413EA
Shipping Days
2 Days
Color
Multi
Size
S
Material
Cotton
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Gender
Women
Set Contents
2