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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)
Shoes Pulse V2 Running Men s Black Mesh Puma XT BeNISv5kPP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pulse Shoes Men V2 Mesh Puma Running XT Black s eqmDxSf Cite as: Black Glamr Get Bellies bmIvI
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Running Spot On Mens shoes rEiNg4acl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

As PUMA s most dynamic men s training shoe;the Pulse XT v2 Wn s is a men s specific upper pattern. This training shoe is designed to adapt to the boldness and flexibility of any workout. This lightweight training shoe features a full length flex groove for dynamic multi-directional movement. The men's pattern has additional height in the upper for more ankle support.;Brand Color is Puma Black-Safety Yellow.
Brand
Puma
Product Code
FOOPUMA-MEN-S-PSETU201043A6754DE9
Model Name
Pulse XT V2 Mesh
Model Number
18947403
Color
Black
Size
UK 10
Material
Mesh
Type
Running
Sport
Running
Sole Material
Phylon
Fastening
Lace-Up
Toe Shape
Round
Upper Material
Mesh
Article Identifier Type
Ean Code
Article Identification Value
4057826717571
Style Code
18947403
Occasion
Evening