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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)
in Huetrap Tennis T Womens the Print Shirt Game Caught 13Rin2b6H Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
in Print the Game Tennis T Shirt Womens Huetrap Caught LKq6VqD Cite as: arXiv:1805.11080 [cs.CL]
  (or Casual Nautica Women Shrug yv2hSvu7e
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Bahucharaji 3 Of Womenss Bra Cotton Sports pack Air Creation osUQ9kO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Caught in the Game Tennis Print TShirt Get that sporty look this weekend and enjoy the laid back feel by wearing this classy Tshirt from Huetrap. You are sure to look smart and stylish on that shopping with friends or while burning that extra calorie in gym. The tennis player graphic in hue blue further adds to the charm. Elevate your performance in the gym by teaming this Tshirt with a pair of track pants and cool sport shoes.
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET676395F8BDBA2B
Color
White
Size
L
Material
Blended
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT13WKGRAWHT00145