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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)
Shirts Solly Cotton Comfort Allen Fit Formal Yellow qA598GiSWC 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 [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Add An Edge To Your Formal Look In This Printed Yellow Shirt By Allen Solly. Cut From Breathable Cotton In A Comfort Fit;This Shirt Will Keep You Feeling Comfortable All Day Long. Team It With Blue Trousers And Derby Shoes For A Dapper Look.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996E8903115
Collection
Allen Solly
Color
Yellow
Size
40
Material
Cotton
Occasion
Semi Formal
Pattern
Printed
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Button-Down Collar
Set Contents
1