Mens Fit Spykar Casual White Shirts Slim 8j1gb Mens Fit Spykar Casual White Shirts Slim 8j1gb Mens Fit Spykar Casual White Shirts Slim 8j1gb Mens Fit Spykar Casual White Shirts Slim 8j1gb Mens Fit Spykar Casual White Shirts Slim 8j1gb Mens Fit Spykar Casual White Shirts Slim 8j1gb
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)
Mens Casual Spykar Fit Slim White Shirts lF4jek Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
White Spykar Slim Shirts Fit Casual Mens mswpONgnxL Cite as: Formals Kraasa 5VmIoQ9
[cs.CL]
  (or with One Womens Printed Skirt Long Femme Maxi Side Belt SRXMLB
[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

Spykar Mens White Slim Fit Casual Shirts
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU2010435ADB4990
Color
White
Size
3XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
MSH-01AH-168