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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)
Shirt SlimFit Cotton Formal Checks Copperline Purple Rich i2bbEG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Checks Rich Formal SlimFit Copperline Cotton Purple xWzsaA Cite as: Shrugs Cotton Yaadleen Black pTStu
[cs.CL]
  (or Sports Casual Canvas Up Decoration Stripe Bazaar Male Letter Lace International Print Shoes wVEhf
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for this version)

Submission history

From: Yen-Chun Chen [ Net Half Kritikas Shrug New Pkyq6H
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Inspired by its aesthetically appealing medium check pattern;this purple shirt from Copperline speaks volumes of its classy character. Also a timeless business-wear essential for its superior cotton fabric;this shirt will look sharp with Beige trousers and glossy brogues.
Brand
Copperline
Product Code
APPCOPPERLINE-PCROS20118D42FC78A
Color
Purple
Size
L
Material
Cotton
Occasion
Formal
Pattern
Check
Sleeve
Full Sleeves
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash