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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)
ONLY Skirts Women Casaul HIc9z Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Blue Frog Long Monkey Size Light Wash Belt Tunic Kurti Women Denim Top Sleeve Trendy With Medium 3Yt4dAQkD0
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
ONLY
Product Code
APPONLY-WOMEN-CKAPS578490B630D3D6
Color
Blue
Size
40
Material
Cotton
Occasion
Casual
Length
Mini
Pattern
Solid
Type
A-line
Gender
Women
Set Contents
1
Wash Care
Gentle Wash
Style Code
1994317-Light Blue Denim