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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)
style Wear Top Huetrap your Womens Tank red JnYEL3spq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Womens Wear red Top style your Tank Huetrap Pp8zbCKxbI Cite as: arXiv:1805.11080 [cs.CL]
  (or My Shirt Red Womens Neck Cotton Say T Round Fanideaz Name wNJY9aIhSx
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ World Wear Kritika Winter Wollen Coat For rIYjSXLyL
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A casual top in red and blue makes you a head turner. The clean lines of the blueprint on this crimson red sleeveless top with a round neck;in 100% cotton;gives the wearer an edge over others. Team it with blue denim and a jacket to match in chilly weather and you are dressed to kill. Comfort and style go hand in glove with this Tank Top. Lightweight easy to maintain a must for any wardrobe. Add your favourite accessories to it and flaunt footwear to match. A denim cap could protect you from the sun too.
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET6763957A899196
Color
Red
Size
L
Material
Cotton
Occasion
Casual
Pattern
Printed
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT16WKGTTRED00532