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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)
Women Multicolored Flared s Long Skirt Miss Pleated Knee Chase Printed Skater sMrG0bFV7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Miss Flared Long Women Multicolored Knee s Skirt Skater Chase Pleated Printed KA40wm Cite as: BeBeu Sweatshirt Blue Solid QYZJtBeB
[cs.CL]
  (or coats Collection Wollen for wear Women Winter Hardys rw5JXbs
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Multicolored with a navy base printed knee-long flared pleated skater skirt;Has a zip closure
Brand
Miss Chase
Product Code
APPMISS-CHASE-WMISS20070F2FF3962
Color
Multi
Size
XS
Material
Crepe
Occasion
Casual
Length
Midi
Pattern
Printed
Type
A-line
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
MCSS18BT05-16-178