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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)
Collar Edging Shirt Turndown Block Color bxWhg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Turndown Edging Collar Shirt Block Color ddm5NH Cite as: Jacket Size Denim Paragraph Asian Shirt Wild Long Loose Hole Womens Shirt New Casual o4feuogm
[cs.CL]
  (or Assn Black Top Women Polo US PIEDhdzLLg
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Collection Hardys Winter Wollen coats for Women wear NG4eX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Cut in a slim fit and tailored silhouette;the shirt is finished with turn-down collar and cuffs with adjustable fasteners. Made of qualified cotton and polyester;it is simple and classic. Match it with jeans or suit pants.



Cotton;polyester

Slim fit

Hand wash
Our Size(cm) Fit US Size(cm) Length(cm) Sleeve Length(cm)
M 30 68 62
L 32 70 63
XL 34 72 64
2XL 36 74 65
3XL 38 76 66
US(cm) UK(cm) EU(cm) Chest(cm) Shoulder Width(cm) Waist(cm) Hips(cm)
32 34 42 94 43.5 78 96
34 36 44 98 45 82 100
36 38 46 102 46.5 86 104
38 40 48 106 48 90 108
40 42 50 110 49.5 94 112
Product Details
Shirts Type Casual Shirts
Material Cotton;Polyester
Sleeve Length Full
Collar Turndown Collar
Pattern Type Solid
Weight 0.2500kg
Package Contents 1 x Shirt
Product Code
APPTURNDOWN-COLBARG756562595CDE83
Color
White
Size
XXL
Material
Cotton
Neck Type
Classic Collar
Gender
Men
International Product
World Store