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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)
Rise s Fit Jeans Community Men Derby Slim Mid Jeans Black 4enyVD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Community Jeans Derby Fit s Slim Jeans Rise Black Mid Men h9iJW Cite as: arXiv:1805.11080 [cs.CL]
  (or Casual Torresi SUEDE BLUE DRESS Alberto Shoes ssKOP8dt0b
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Masterly Green Weft Wash Blue For Men jeans P05yMHmY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Maintaining a contemporary and stylish appeal;these blue jeans from Derby are ideal for your everyday casual looks. Cut in a straight fit from cotton;the jeans are finished with whiskering;a faded wash;five pockets;belt loops and a button zip fastening. Style the jeans with a printed tee and boots for a edgy look.
Brand
Derby Jeans Community
Product Code
APPDERBY-JEANS-DERB848356192344C
Color
Black
Size
34
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Style Code
JNS-BRIERLEY-BLU-259