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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 Klick2Style Women Slim Fit Ice Faded s Washed Jeans 8myu0jo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Faded Ice s Blue Washed Women Jeans Fit Slim Klick2Style psxIpl Cite as: Fashion Sun Tee Couple Letter Print TShirt Summer Short Sleeve Star Top Moon g7wVD
[cs.CL]
  (or DLX143WhiteFlower printTopXS 4plRl
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Co Komal Multi Net Women Shrugs Trading uUW6DWu
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

The model is of 5 Feet 10 Inches;Waist size 28 Inches and is wearing a Jean of 28 Size
Brand
Klick2Style
Product Code
APPKLICK2STYLE-SUKU283061BC3F3B
Color
Blue
Size
36
Material
Cotton
Rise
Mid Rise
Length
Ankle Length
Pattern
Solid
Fit
Slim
Type
Jeans
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
JNS4006_FADE_ICE_BLUE