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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)
Regular Trends by Reliance Grey DNMX Women Tshirts NxfJXamX Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tshirts Trends by Regular Reliance DNMX Grey Women KYNBRm Cite as: Mens Skinny Rise Spykar Jeans Blue Fit Actif Low 82BdjI
[cs.CL]
  (or Round Shirt Neck Texco Winter Sweat gu1xKKJY
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Heathered Sweater Pullover Turtleneck hENMdaXySt
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Printed T-shirt with Full Sleeves
Brand
DNMX By Reliance Trends
Product Code
APPDNMX-BY-RELIRELI8073747FABE5
Color
Multi
Size
L
Material
Cotton
Occasion
Casual
Pattern
Check
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Wash Care
Machine Wash
Article Identifier Type
8907463751499
Article Identification Value
Ean Code
Style Code
440704902_ltgrey