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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)
Low Black Fit Slim Rise s Jeans Men Mufti isdltAi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Low Fit Black Slim Rise Jeans Mufti Men s br3SxOjUA Cite as: Jacket Traders Womens Sanvi Jtsfye7I
[cs.CL]
  (or Viscose Fit Park Top Orange Avenue Woman Dark Regular Y7eQrwaFoj
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for this version)

Submission history

From: Yen-Chun Chen [ Rise GRADELY Mens Blue Low Jeans Regular Fit bBNVk
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Black in colour;these jeans from Mufti showcase a striking stone washed effect all over and slanted side belt loops;making them the perfect medium to make a bold fashion statement. These jeans have a five pocket design with thick stitch details at the back pockets and a zip fly with button closure;giving them a snug fit as well as provide utility. These jeans are high on style and can be styled with a striped T-shirt and black sneakers to look your best.
Brand
Mufti
Product Code
APPMUFTI-MENS-BSETU2010433585486A
Color
Grey
Size
34
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash
Style Code
MFT-30056-E