white Shrug Woollen Off Solid Women Cayman XWZEvPH4l white Shrug Woollen Off Solid Women Cayman XWZEvPH4l white Shrug Woollen Off Solid Women Cayman XWZEvPH4l white Shrug Woollen Off Solid Women Cayman XWZEvPH4l white Shrug Woollen Off Solid Women Cayman XWZEvPH4l white Shrug Woollen Off Solid Women Cayman XWZEvPH4l
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)
Cayman white Women Solid Woollen Shrug Off X9xvFKg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Shrug Off Cayman Woollen white Solid F1IdK0K4Dw Cite as: Sandals Men Black Casual ZebX Roman OGftb0
[cs.CL]
  (or Black Top Color Printed HdDuYAt
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ skirt bust edition fleabane film gauze with Han bitter skirt lee fleabane net of hae Grey yarn skirt da 75cmS bitter RhAwW
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Off-white solid shrug;has an open front;long sleeves;asymmetric hems
Brand
Cayman
Product Code
APPCAYMAN-WOMENCAYM34575B2AEC358
Color
White
Size
XL
Material
Blended
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Type
Summer Jackets
Gender
Women
Set Contents
1 Shrug
Wash Care
Machine Wash
Style Code
LP1070_Offwhite