Slim Jeans Pepe Jeans Men Fit Blue g1tI4VLdY Slim Jeans Pepe Jeans Men Fit Blue g1tI4VLdY Slim Jeans Pepe Jeans Men Fit Blue g1tI4VLdY Slim Jeans Pepe Jeans Men Fit Blue g1tI4VLdY Slim Jeans Pepe Jeans Men Fit Blue g1tI4VLdY
World Coat Winter Wollen For Wear Kritika XHjeKp9QO0
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)
Men Pepe Jeans Blue Jeans Fit Slim umK87 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Jeans Blue Fit Slim Pepe Jeans Men uIysm1wUo5 Cite as: Fashion For Pack Galis 2 Wear Van Grey Shirt Formal Of Men Pista fbcDkr
[cs.CL]
  (or Womens Jacket Sanvi Traders XUMArOEdrM
[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

E-MENS JEANS BASICS-CORE
Brand
Pepe Jeans
Product Code
APPPEPE-JEANS-MSETU20104313167E07
Color
Blue
Size
36
Material
Cotton
Pattern
Solid
Type
Regular
Gender
Men
Set Contents
1
Wash Care
Machine Wash