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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)
s Plain Women Sutra Trackpant Campus nwGStGmFv Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Do TShirt Blend It Printed Snoby Just Cotton Neck Pink Round wEYXX8uYXg
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look urban and feel relaxed by slipping into these track pants for women from Campus Sutra. Made from a cotton;these track pants are really comfortable to wear. You can team these track pants with tees and tops of your choice to look smart and trendy.
Brand
Campus Sutra
Product Code
APPCAMPUS-SUTRACAMP149AD373FE6
Color
Grey
Size
M
Material
Cotton
Length
Full
Pattern
Solid
Fit
Regular
Type
Track Pants
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
SS18BOT_TP2C_W_PLN_GRBU