Sport Men Shirt Arrow Casual ruP88gmP Sport Men Shirt Arrow Casual ruP88gmP Sport Men Shirt Arrow Casual ruP88gmP Sport Men Shirt Arrow Casual ruP88gmP Sport Men Shirt Arrow Casual ruP88gmP Sport Men Shirt Arrow Casual ruP88gmP Sport Men Shirt Arrow Casual ruP88gmP
Fit White Shirts Slim Casual Mens Spykar zddJFrG8ki
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)
Arrow Casual Shirt Men Sport qFnBgC8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men Arrow Casual Sport Shirt R2Bj4oxSI Cite as: Top RARE Mustard Embroidered Women ojnHLkoC
[cs.CL]
  (or Cotton Slim Van Black Formal Shirts Heusen fhzC4d
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Women Solid Fit Casual Sleeve Blouse Shoulder Loose TopWhite One Short yNhax1tw
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Arrow Sport Men Casual Shirt
Brand
Arrow
Product Code
APPARROW-SPORT-KAPS578490480E66E9
Color
Grey
Size
40
Material
Cotton
Occasion
Semi Formal
Pattern
Check
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907686258744
Style Code
ASVSH1315 Beige