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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)
Hem Up Coat Store LL Dip Lace Hooded RL0OE65OK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Mid Mens VUDU Rise Slim Fit Jeans Blue nnZVZP05b
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Our Size(cm) Fit US Size(cm) Length(cm) Sleeve Length(cm)
M 6 111 58
L 8 112 59
XL 10 113 60
2XL 12 114 61
US(cm) UK(cm) EU(cm) Bust(cm) Shoulder Width(cm) Waist(cm) Hips(cm)
2 6 34 82 37 64 88
4 8 36 86 38 68 92
6 10 38 90 39 72 96
8 12 40 94 40 76 100
10 14 42 98 41 80 104
Product Details
Clothes Type Others
Material Polyester;Spandex
Type Slim
Shirt Length Long
Sleeve Length Full
Collar Hooded
Pattern Type Solid
Style Novelty
Season Spring;Fall
Weight 0.9500kg
Package Contents 1 x Coat
Product Code
APPLACE-UP-HOODLL-S65979944962AA3
Color
Black
Size
M
Material
Polyester
Rise
Mid
Sleeve
Full Sleeves
Gender
Women
Collar Type
Hooded
Set Contents
1
Style
Novelty
Product Dimension (In CM)
1.00x 1.00x 1.00
International Product
World Store