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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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 Full s Formal Checkered Men Granix Slim amp Sleeves Casual Fit Color Blue Ys2lkbRf Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Breathable Trainers Sport Men Running with Shoes StripeBlack 5NRwr6S
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Granix
Product Code
APPGRANIX-MEN-SUNIK607945F8DF8E9E
Color
Grey
Size
40
Material
Cotton Blend
Length
Regular
Pattern
Checked
Sleeve
Full Sleeves
Fit
Super Slim Fit
Type
Formal Shirt
Gender
Men
Collar Type
Button-Down Collar
Set Contents
1
Wash Care
Machine Wash
Cuff Style
Single Cuff