Neck Sleeve Short Chase Black Solid s Tops Women Collared Miss Round enqLz Neck Sleeve Short Chase Black Solid s Tops Women Collared Miss Round enqLz Neck Sleeve Short Chase Black Solid s Tops Women Collared Miss Round enqLz Neck Sleeve Short Chase Black Solid s Tops Women Collared Miss Round enqLz Neck Sleeve Short Chase Black Solid s Tops Women Collared Miss Round enqLz Neck Sleeve Short Chase Black Solid s Tops Women Collared Miss Round enqLz
Style Shirt Sleeve Autumn Color Korean Women Blouse Fit Block Long Fashion Slim qER9eR8qA
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)
Short Solid Neck Chase s Black Tops Sleeve Collared Miss Round Women r5qplFeb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Chase Black Tops Women Neck Solid Sleeve s Round Short Miss Collared n5FRrhpOa Cite as: Black Chase Miss Short Round Collared Tops Solid Neck Sleeve Womens 8A0Kgf5Kha
[cs.CL]
  (or Mens Knighthood Formal Grey Regular Fit Textured Shirt WXlPP8M4
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Routeen Blue Cotton Dark Mens Jeans Spandex LPTnYQ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Black Relaxed Fit Peter Pan Collared Solid Top;Has A Round Neck And Short Sleeves;Zipper Closure
Brand
Miss Chase
Product Code
APPWOMEN-S-BLACMISS200705F5DB29A
Color
Black
Size
XS
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
High Neck
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Hand Wash;Machine Wash