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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)
CLUB Solid Tshirt Black CRIMSOUNE xMl7qsD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solid CRIMSOUNE Tshirt Black CLUB 6qxu6U5t Cite as: CELESTIAL Jump Multicolor Cotton VNeck USA Sweater Casual 5vl9qCdo
[cs.CL]
  (or PRINCESS Summer Printing Women Tshirt Casual Printed Tee Style Shirt Tops Cotton Female CC3dJN
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ White C9 Seamless Top Tank bHL68
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Pick Up Something Trendy In The Form Of This Black Coloured Solid T-Shirt From Crimsoune Club. This Slim Fit Henley T-Shirt Can Be Teamed Up With A Pair Of Jeans And Wedges To Look Sexy. This T-Shirt Is Made From Modal Fabric;Which Renders Perfect Body Fit With Seamless Comfort.
Brand
Crimsoune Club
Product Code
APPCRIMSOUNE-CLMANG5488039D2A21CD
Color
Black
Size
M
Material
Georgette
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Dry Clean
Style Code
FSH2067-2