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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)
Heusen Shirt Van Maroon e81Yjl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Van Maroon Heusen Shirt KuHsWNS Cite as: Mens Shirt Arrow TRJqDCI
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Cotton Checkered Men Shirt Nexx Studio Formal 2CeTI8JS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Reinforce your corporate presence effortlessly with this maroon shirt from Van Heusen. Made from pure cotton;this design is tailored for a slim fit. This full sleeve shirt is best paired with black trousers and Oxfords.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-MADIT509968DC80840
Color
Maroon
Size
39
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Spread Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907747863863
Style Code
VHSF318M003184