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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)
Women American Viscose s Designer Off Tights White Lace Elm FbpxO2xU9y Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Shoes Men Outdoor High Hiking Leisure Top KxDoAFB
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Comfy and trendy;these Off White leggings from American-Elm are certainly not to be missed out on. Fashioned from Cotton Viscose;these regular-fit leggings will keep you at utmost ease. Team these leggings with your favourite top to look absolutely chic!
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH4474193F2B4A3
Color
White
Size
30
Material
Cotton
Pattern
Printed
Gender
Women
Set Contents
1 Ankle Length Legging
Wash Care
Machine Wash
Designed By
Madhuram Enterprises
Style Code
DP-LG-4B