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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)
Van Blue Heusen Shirt GtKTFr Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Solid Shirt Fit Slim Mens Pink Formal Knighthood NvYxcNbW
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Move your corporate appeal up a notch in this textured blue shirt from V-Dot by Van Heusen. Made from cotton;this design is tailored for a slim fit. Don this full sleeve shirt with trousers and brogues to finish your ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-BADIT50996300FD2FD
Color
Blue
Size
40
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907747158846
Style Code
VDSF318E005215