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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)
Blue Low GRADELY Fit Rise Regular Men Jeans s 1uiKa Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Rise Jeans Low Regular Fit Men s Blue GRADELY 2Hj2cJTJ4 Cite as: For Girls Soundarya Womens Cotton and Green Printed Skirt 2jF9O2TN
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ New Tops Sweatshirts Sleeve Womens Women Long College Letter Printed Autumn Easing Style Winter Tracksuits RvXyn5
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Gradely Jeans are close-fitting trousers made of blue denim fabric with Engyme wash;having pockets and seams often reinforced with rivets;and worn originally as work pants but now also as casual attire by persons of all ages.
Brand
GRADELY
Product Code
APPGRADELY-MEN-ENYO262979AB24EA79
Color
Blue
Size
30
Material
Cotton Blend
Rise
Low Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
ENY-NB3382(Gradely)