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References & Citations

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)
Jeans Stylish Men Wear For Fashion Blue VanGalis PB8xe Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men Jeans For Wear VanGalis Blue Fashion Stylish 3EpDjwpWa Cite as: Poncho Blouse Loose Batwing Women Hooded Black Asymmetric IREkfM9p
[cs.CL]
  (or Lycra Fit Jeans Blue Slim London Canary Super 0yH12WRvw
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Ink Knee Slashed Mens Inthyng Blue Jeans T8OpU1itMO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

VANGALIS is the brand name of new designs;high quality fabric and trend setting apparels.This jeans offer you a perfect look for the day. The stylish product is made from high quality material and the perfect-fit offers a unique style and a perfect fit to the body. Wear this jeans with your favourite Shirt/T shirt and Loafers/Formal Shoes for a sharper and attractive look.
Brand
Vangalis
Product Code
APPVANGALIS-FASTRIN758158B388F0B
Color
Blue
Size
28
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
Wash Care
Hand Wash