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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)
Patterned Arrow Shirt Regular Cotton Fit Grey 2PRPSECU Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Fit Shirt Cotton Arrow Grey Patterned 6VIk8xk Cite as: arXiv:1805.11080 [cs.CL]
  (or OCEAN Stylish RACE TShirtRegular Fit Womens lukqoT7
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Slim Aqua Shirt Formal Checks Solid Men For Micro RG Blue Fit Designers BEKTFsKh
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A bold profile needs an impeccably tailored shirt;and this patterned style by Arrow is no exception. It's woven from fine cotton and sports a semi-cutaway collar and a French placket. Wear yours with pleated trousers and polished oxfords.
Brand
Arrow
Product Code
APPARROW-GREY-CARVI763657CF3B1CDE
Color
Grey
Size
44
Material
Cotton
Occasion
Formal
Pattern
Printed
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Gentle Wash
Style Code
W7IRE3A8ILA