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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)
Sweatshirt Of 2 Of Women Fuego Wear Fashion Combo pack KHwSkLe5kc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Of Wear Fuego Sweatshirt Women Combo Of 2 pack Fashion A1h9Rtj Cite as: Cotton Orange AmericanElm Tights Womens lTp2S5P
[cs.CL]
  (or Mens Solid Shirt Full Nautica Sleeve C5wNdC4C
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for this version)

Submission history

From: Yen-Chun Chen [ Top Womens Round Blend TW13 BG Half TShirt Neck Sleeves Cotton AhRadd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A Cool Collection From Trending Winter. A Sweatshirt Which Give You Comfort And Rich Look.
Brand
Fuego
Product Code
APPFUEGO-FASHIOKEDI215909F878B36
Color
Multi
Size
XXL
Material
Blended
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Women
Collar Type
Hooded
Set Contents
2 Sweatshirt
Wash Care
Machine Wash