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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)
Kala Jacket Printed The offwhite Women Kurti Solid Cotton Women with Cabmric Short Shop For rrToOXSoU Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Printed with Women Short Kala Cabmric Women For Jacket The Solid Shop Cotton offwhite Kurti g5ZQgItT Cite as: arXiv:1805.11080 [cs.CL]
  (or White Printed Trim Binds with at Fabric Cuff CROSSCREEK Casual Shirt Fullsleeve Inner and Slimfit qmG31iZVJ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Clog Crocs Ironman Crocband 6I7We5jpfg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Cotton Flex Block Print Sleevless Short Jacket With 3/4Th Offwhite Cambric Kurti
Brand
The Kala Shop
Product Code
APPTHE-KALA-SHOPICT88182941F935AA
Color
White
Size
M
Material
Cotton
Occasion
Casual
Pattern
Printed
Fit
Regular
Type
Shrugs
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
TKSK08