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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)
RARE Embroidered Women Mustard Top Mxc23 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
RARE Women Top Mustard Embroidered 2V7V3 Cite as: arXiv:1805.11080 [cs.CL]
  (or Cotton Brown Shirts Slim Peter Formal England BkCOrO
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Friskers Black Camisole red amp Tank 4 Skin Top Pack white of BdAwCpY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Mustard top with embroidered top;has a round neck;three-quarter sleeves;tie-up detail at the back#N/A
Brand
Rare
Product Code
APPRARE-WOMEN-MEPIC1998766F34114C
Color
Orange
Size
L
Material
Georgette
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Wash Care
Machine Wash