Printing Spring Korean Coat Back Size Women Casual Asian Denim Denim Heavy Women Jacket Women New ZH15kYFR9X Printing Spring Korean Coat Back Size Women Casual Asian Denim Denim Heavy Women Jacket Women New ZH15kYFR9X Printing Spring Korean Coat Back Size Women Casual Asian Denim Denim Heavy Women Jacket Women New ZH15kYFR9X Printing Spring Korean Coat Back Size Women Casual Asian Denim Denim Heavy Women Jacket Women New ZH15kYFR9X
Mens Formal Hangup Solid Shirt nNcgm
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)
Women Printing New Back Women Heavy Casual Korean Spring Asian Coat Women Jacket Denim Denim Size xUzSi6S Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Korean Spring Women New Jacket Women Denim Casual Asian Denim Printing Women Heavy Coat Size Back Wo5G6Q Cite as: Globus Black Skirts Polyester fgdDxYSkN
[cs.CL]
  (or Ten Crop Biker Jacket Quilted Leather Texco zDCYk7
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Girls 3 Pack TShirt of Cotton IndiWeaves meutNZFUlb
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Size details: S:Length=67cm--bust/chest=88cm--sleeve=59cm--Shoulder=38cm M:Length=68cm--bust/chest=92cm--sleeve=60cm--Shoulder=39cm L:Length=69cm--bust/chest=96cm--sleeve=61cm--Shoulder=40cm
Product Code
APPSPRING-NEW-KALL-61385336E38E5D
Color
Blue
Size
S
Material
Denim
Occasion
Casual
Sleeve
Full Sleeves
Fit
Comfort Slim
Gender
Women
Collar Type
Classic Collar
Set Contents
1XJackets
International Product
World Store