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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)
Vimal Cotton 2 Women Of pack For Trackpants Multicolor NFJoj0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Trackpants For Vimal Multicolor pack 2 Cotton Of kE9vvz Cite as: Jean Solid Aeropostale Men OUcYhqP
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Wool Coat Black Owncraft IBA6TPA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Vimal
Product Code
APPVIMAL-MULTICMACK539618035F4ED
Color
Grey
Size
M
Material
Blended
Length
Full
Pattern
Solid
Fit
Slim
Gender
Women
Set Contents
2
Wash Care
Hand Wash
Designed By
Vimal