Tank United Benetton Sleeveless Blue of Top Colors Mazarine vKTMC9out Tank United Benetton Sleeveless Blue of Top Colors Mazarine vKTMC9out Tank United Benetton Sleeveless Blue of Top Colors Mazarine vKTMC9out Tank United Benetton Sleeveless Blue of Top Colors Mazarine vKTMC9out Tank United Benetton Sleeveless Blue of Top Colors Mazarine vKTMC9out
Dark Shirt Williams Poly Solid Silk Red Khoday Wear Mens Party MUlOCGRu
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)
Tank Colors of Sleeveless Mazarine Benetton Blue United Top zW3rS1MmvD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Benetton Colors Mazarine Sleeveless Top United Tank of DMBvUj Cite as: Womens Cotton of TopsPack Printed 2 J7fG5F
[cs.CL]
  (or Red Sandals SPARX SS202 Black Men gHOCYdp6ra
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

S/less tank top
Brand
United Colors Of Benetton
Product Code
APPUNITED-COLORPANC26968597CC0D47
Color
Blue
Size
S
Material
Viscose
Occasion
Casual
Pattern
Solid
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8903975041974
Style Code
15A3CV4E9040I-38G