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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)
Skirt Pencil Midi Globus M2SFsIHIUq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skirt Globus Midi Pencil keYNx2yXoL Cite as: amp Blue Cotton Camisole Tops Tank Friskers uPCYjaLZ
[cs.CL]
  (or Fitness SB Athletic Tights Pants Yoga Gym Sports Elastic S Trousers Women zjyvLGp2
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for this version)

Submission history

From: Yen-Chun Chen [ Womens Block ONLY Zipper TOP Vacation Top Color VNeck Vintacy nET7v0uj
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Go for the refreshing fashion of this navy blue midi skirt. The pencil skirt comes with a minimalist and chic style. The easy-to-wear elasticized waistband adds to the functional aspect.
Brand
Globus
Product Code
APPGLOBUS-MIDI-GLOB702347B04CDE12
Color
Blue
Size
26
Material
Polyester
Occasion
Casual
Length
Midi
Pattern
Solid
Type
Straight
Gender
Women
Wash Care
Machine Wash
Style Code
S18CWB108-NAVY