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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)
Shirt Comfort Heusen Fit Cotton Red Formal Van JwWYRou19I Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ MOS Leggings Length Printed Ankle Graphic Women sklhEL9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This textured red shirt from Van Heusen is sure to make you a star at work. Made from pure cotton for a comfort fit;this half sleeve shirt will help you run through the day. Pair this formal shirt with plain black trousers to get that crisp look.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-RADIT50996C28A7DD3
Ean Code
8907566900756
Color
Pink
Size
40
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Spread Collar
Set Contents
1