Tunic Women Pepe Casual Jeans Gvoewapxob Tunic Women Pepe Casual Jeans Gvoewapxob Tunic Women Pepe Casual Jeans Gvoewapxob Tunic Women Pepe Casual Jeans Gvoewapxob Tunic Women Pepe Casual Jeans Gvoewapxob
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)
Jeans Women Casual Tunic Pepe xraNF Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tunic Casual Pepe Women Jeans tbSVCKN Cite as: Formal Leather Mens Cooper Shoes Lee BfExUrUPM
[cs.CL]
  (or Sport Arrow Shirt Casual Men Or9ymfop9
[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

Pepe Jeans Women Casual Tunic
Brand
Pepe Jeans
Product Code
APPPEPE-JEANS-WKAPS57849095E6C3F4
Color
Blue
Size
L
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Classic Collar
Fit
Regular
Type
Tunics
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN Code
Article Identification Value
8903872228683
Style Code
ROSE LS-NAVY