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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)
Navy People Shirt s0lT2GH3l9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Navy People r0BhNMYUtZ Cite as: Cottinfab Waistcoat Rayon Black xK8xi
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Shirt White England Peter 1GBdacMHVM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

For an effortlessly slick weekend look;don this navy shirt from People. Made from cotton;this design features an experimental print at the back along with roll-up tabs. Team this full sleeve shirt with denims and sneakers to finish your ensemble.
Brand
People
Product Code
APPPEOPLE-NAVY-ADIT50996510B3D72
Color
Blue
Size
44
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Regular
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907496871744
Style Code
P1C216318BPS219