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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 Slim Formal White Fit Cotton Shirt Heusen tQNbine Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Sutra Womens Printed Campus Trackpant 9UBy4o
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A Definite Wardrobe Essential For Formal Looks, This White Printed Shirt From Van Heusen Is Made From Pure Cotton For A Slim Fit. Wear This Full Sleeve Shirt With Neat Trousers And Polished Lace Ups For A Smart Ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-WADIT50996B9FC5D4D
Collection
Van Heusen
Color
White
Size
46
Material
Cotton
Pattern
Printed
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Classic Collar