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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)
Pink Shirt Creed Assassin s for Silky Eye Fanideaz Polyester Eagle Women T Q5lC2xcP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
T Polyester Fanideaz Eye Silky for s Creed Pink Women Eagle Shirt Assassin I4mit Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Cotton Purple Formal Van Slim Shirts Heusen juKoag
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Fanideaz
Product Code
APPFANIDEAZ-SILACNF2122725FB9BCB1
Disclaimer
Product Color May Slightly Vary Due To Photographic Lighting Sources Or Your Monitor Settings
Wash Care
Wash Before You Use,Do Not Dry Clean,Do Not Iron on Print,Do Not Bleach,Wash Below 35 Degree Celsius,Use Mild Detergents Only.
Color
Pink
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women