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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)
Woman Tops Regular Tunics amp Women Arrow Pink T4Z1H Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
amp Tops Arrow Tunics Pink Regular Women Woman WtWDJprHA Cite as: Womens Skirt Cotton Fashion Printed For Yashodhara GnAPK
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Printed Claire Top Green Marie Oo3xscFEZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

1
Brand
Arrow Women
Product Code
APPARROW-WOMAN-CORA43662741A80884
Color
Pink
Size
XXL
Material
Linen
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1 Top
Wash Care
Machine Wash
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Product color may vary depending upon availability
Style Code
AORW11752