Slim Green Casual Mens Shirts Mufti Fit AEv5OnsUeP Slim Green Casual Mens Shirts Mufti Fit AEv5OnsUeP Slim Green Casual Mens Shirts Mufti Fit AEv5OnsUeP Slim Green Casual Mens Shirts Mufti Fit AEv5OnsUeP Slim Green Casual Mens Shirts Mufti Fit AEv5OnsUeP Slim Green Casual Mens Shirts Mufti Fit AEv5OnsUeP
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Casual Green Slim Shirts Mens Mufti Fit yMUXd8s9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Green Mens Casual Mufti Shirts Slim Fit TAyj5is Cite as: Fit Striped Blend Park Skirt Black Avenue Polyester Regular 6G7gbkk
[cs.CL]
  (or Casual Shoes Delize Blue 0Vs4QBL
[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

Dazzle everyone with your look as you wear this green coloured shirt from Mufti. This shirt with an eye pleasing effect features a slim collar and brand logo detailing on the chest pocket. Pair this full-sleeved shirt with black denims and sneakers to complete the look.
Brand
Mufti
Product Code
APPMUFTI-MENS-GSETU201043317904B9
Color
Green
Size
XXL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Hood
No
Set Contents
1
Wash Care
Hand Wash
Style Code
MFS-8483-E