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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)
Trends Reliance DNMX Women by Tunics Grey mEFqG5ykIi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
by DNMX Women Grey Tunics Reliance Trends GVoZC42z Cite as: Removable Wirefree Sports Bra 2 Of pack Tweens With Pads RFatvrSf
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

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

Description

DNMX by Reliance Trends Women Grey Tunics
Brand
DNMX By Reliance Trends
Product Code
APPDNMX-BY-RELIRELI80737B825897
Color
Grey
Size
L
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Sleeveless
Neck Type
High Neck
Type
Tunics
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
440704927_offwhite