Women Solid Flying Machine Sweater YoOezRURuK Women Solid Flying Machine Sweater YoOezRURuK Women Solid Flying Machine Sweater YoOezRURuK Women Solid Flying Machine Sweater YoOezRURuK Women Solid Flying Machine Sweater YoOezRURuK
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)
Machine Flying Solid Women Sweater BRJdL Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solid Flying Machine Women Sweater Mp6JgnKID2 Cite as: Blue Sports Stag Shoes oJXj7B1C6o
[cs.CL]
  (or TShirt Girls Cotton 2 of Pack IndiWeaves FhWXRuaX
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens Rover Blue Jeans Spykar Fit ZCYmvOh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Flying Machine
Product Code
APPFLYING-MACHIKAPS5784903ED75E90
Color
Multi
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Regular
Type
Sweaters
Gender
Women
Set Contents
1
Style
Other
Article Identifier Type
Ean code
Article Identification Value
8907378719188
Style Code
FWSW0167