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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)
Regular Cotton Tshirt White People gBlQko9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Tshirt White People Cotton K3t8HxwJaT Cite as: Cotton Slim Green Shirt Speak Casual Fit npuBUlz9m
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Shorts 100 Christys Comfort Cotton gfs7Ra
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Add a dose of fun to your summer style with this printed white short sleeve T-shirt from People. Made from cotton;it features a round-neck. Style it up with skinny jeans and ballerinas.
Brand
People
Product Code
APPPEOPLE-COTTOADIT50996893B39B6
Color
White
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Article Identifier Type
Ean Code
Article Identification Value
8907496501528
Style Code
P20401106787001