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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)
Akkriti Skirt Womens by Pantaloons hre62xlPk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This teal full length ghera skirt has an elasticated waist and drawstring. Tailored in a regular-fit and crafted from polyester;it features all-over floral print.
Brand
Akkriti By Pantaloons
Product Code
APPAKKRITI-BY-PADIT8389612AE1D04D
Color
Blue
Size
M
Material
Polyester
Occasion
Casual
Length
Maxi
Pattern
Printed
Type
Flared - Divided
Gender
Women
Set Contents
1
Wash Care
Normal Wash
Style Code
110031146TEAL