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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)
Of Of Combo pack Women Wear Sweatshirt 2 Fashion Fuego hzzKImw Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Wear Fuego Fashion Sweatshirt Of Of Women Combo pack 2 ngygjZ Cite as: Casual Elle Top Women UzxZktKrr
[cs.CL]
  (or Round Womens Royal Arrow vs Cotton Deathstroke Blue Shirt Neck T Fanideaz Zx1JXU
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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

Step Out With Friends On A Chilly Evening;Make Sure You Look Your Stylish Best Wearing This Navy Coloured Sweatshirt From Fuego. Besides Being Visually Appealing;This Slim-fit Sweatshirt Is Comfortable And Warm Too;Courtesy Its Cotton Fabric.
Brand
Fuego
Product Code
APPFUEGO-FASHIOKEDI21590970CA5D36
Color
Multi
Size
XXL
Material
Blended
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Type
Sweatshirts
Gender
Women
Collar Type
Hooded
Hood
Yes
Pockets
2
Set Contents
2 Sweatshirt
Wash Care
Hand Wash