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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)
Zalula 34 Fit Sleeve 32 Girls 3 Spandex L size young 4th shrug eK7FPn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
32 young Sleeve 34 Zalula shrug 4th 3 Girls Spandex Fit L size UYBVWhExg Cite as: Mesh Sheer Midi Letter Waist Ruffles Elastic Women Overlay Skirt Dvo0O
[cs.CL]
  (or New Net Shrug Half Hardys 025k8HI
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ GJ Black Sleeve White Couture amp Georgette Top Full Womens Printed 6YXHG
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Cover up your problem areas while looking chic and feeling comfortable with this Free size Zalula shrug made of premium stretchy Cotton fabric.Whether it be for casual;office;or dressy;this super versatile piece can complete any outfit! Product color may slightly vary due to photographic lighting sources or your monitor settings
Brand
Zalula
Product Code
APPZALULA-YOUNGLULA233251F1F5EA2
Color
White
Size
L
Material
Cotton
Occasion
Casual
Length
Regular
Pattern
Solid
Sleeve
3/4th Sleeves
Type
Shrugs
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
ZAA0021