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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)
Kritika For Wear World Coat Winter Wollen Znv73YlYWJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
World Winter Coat Wollen For Wear Kritika ESgdsCJrB Cite as: Amster Genuine Leather Sandals Italian Mens 100 FEhlaBfZB
[cs.CL]
  (or 3 Van Mutlicoloured Wear Men For Pack Formal Fashion Shirt Of Galis lktClcn
[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

A good collection of cardigan and have pocket that give you warm feeling. You can use it in daily wear;party wear;office etc.
Brand
kritika world
Product Code
APPKRITIKA-WORLKRIT37305CB060426
Color
Red
Size
M
Material
Blended
Occasion
Party
Length
Others
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Type
Coats
Gender
Women
Set Contents
2 Coat
Wash Care
Dry Clean