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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)
Shrug Sweekash Sleeveless Solid Net Blue Women S cAvg7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sweekash Sleeveless Women Blue Solid Net Shrug S 0dNRA Cite as: Jeans Tops Casual Pepe Women Tqgc91KBf
[cs.CL]
  (or Bazaar Platform for Pure Breathable International Color Casual Shoes Ladies WzGz1LKA
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Womens Button Betterlife Sleeve Pullover With Sweatshirt Hoodie PocketsGray Long Hooded dvPlIeUg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Sweekash
Product Code
APPSWEEKASH-WOMSWEE257734EAC985F
Color
Blue
Size
L
Material
Blended
Occasion
Casual
Pattern
Solid
Type
Shrugs
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
SW8-CSNXLNG-NAVY