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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)
Jeans and Light Women Fashion Blue For Fuego Wear Pack Blue of 2 4XDyhZnMu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
and of Jeans Blue Pack Fashion Women Fuego Blue Wear For Light 2 vPIVr Cite as: Lehria Skirt Rangsthali Long Womens Cotton Lehriya uiMDj
[cs.CL]
  (or 100 Shorts Comfort Christys Cotton dPQyq3X
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Make the girls envious of your vast collection of denims and be revered for your flawless fashion sense;by adding these jeans;distressed jeans from FUEGO;to your wardrobe. Made from a lycra;these mid-rise jeans feature three front pockets and have two back pockets. These skinny-fit jeans can be teamed up with a wrap crop top and fringed stilettos to complete your stylish look.
Brand
Fuego
Product Code
APPFUEGO-FASHIOA-V-36411A262B8CC
Color
Blue
Size
30
Material
Blended
Rise
Mid Rise
Length
Ankle Length
Pattern
Solid
Fit
Regular
Type
Jeans
Gender
Women
Set Contents
2 Jeans
Wash Care
Dry Clean