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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)
Men Yellow ZIDO Cotton s SOLID Shirt g2Zoi61fA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Yellow s SOLID Shirt Cotton Men ZIDO kQyHdvw Cite as: arXiv:1805.11080 [cs.CL]
  (or Tops Grey Tank Tshirts Cotton amp Aeropostale kveTyR
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Printed BEAR THE Formal Shirt HOUSE Mens 0h1a6ZqO0
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A 100% Cotton Shirt To Comfort You All Day.You Can Pair This Half Sleeve Yellow Shirt With A Trouser To Give You An Edge In The Office Or With A Pair Of Denim To Sail You Through The Weekend,a Definite Must Have In You Wardrobe.
Brand
Zido
Product Code
APPZIDO-COTTON-FORE47737D2838AA4
Wash Care
Machine Wash
Color
Yellow
Size
38
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Half Sleeves
Fit
Regular
Gender
Men