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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
DJ Skirt Indigo C amp Solid Dark s4KffPoz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Long Blue Shop Skirt Gold Gift Printed Home aKNlhonN5
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Featuring a skinny fit, this mini skirt lends a super cool look for any casual outing. Matches well with a casual tee or top.

  • Model is 5'10", measures 33-25-35 and is wearing size 28
  • Fly Style: Zippered
  • Length: Mini
  • Waist: Mid Rise
Brand
DJ&C
Product Code
APPDJ-C-DARK-INBIG-323393F4A7B5CA
Color
Blue
Size
26
Material
Viscose
Occasion
Casual
Length
Mini
Pattern
Solid
Fit
Skinny
Type
Pencil
Gender
Women