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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)
Cotton Fifty Shorts Cargo Two Men s EaxX5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fifty Cargo Men Shorts Two s Cotton 43KQzxzpkj Cite as: arXiv:1805.11080 [cs.CL]
  (or pleated georgette top Cherymoya wine Pink Polyester 8ctnIc
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Zink Londontops GIEAhiC0u
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Fifty Two
Product Code
APPFIFTY-TWO-MESPOR34396FB05BBA8
Color
Brown
Size
36
Material
Cotton
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
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Dry Clean
Style Code
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