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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)
BLUE JACKET PLEAT DsOr8wkcnf Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ for International Ladies Collar Chic Sleeve Skew Bazaar Sweatshirt LooseFitting Printed Long 4XNri8yQJt
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

FASHIONED USING TEXTURED FABRIC,THIS PLEATED JACKET WILL NOT FAIL TO CATCH YOUR FANCY AT A SINGLE GLANCE
Brand
Cherymoya
Product Code
APPBLUE-PLEAT-JCHER20371E78F9F4F
Wash Care
DO NOT BLEACH
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Color
Blue
Size
L
Material
Polyester
Occasion
Party
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Women