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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 Cotton Viscose Orange Elm Net s Tights American nBIAO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Net Viscose Orange American Cotton Tights Women Elm wy8NCfsR Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Jeans For Women Grey Wear Fashion Fuego FW4MV8P
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Add some variety to your wardrobe with these Orange Colour leggings from the latest collection of American-Elm. Team these leggings with your favourite kurtas or tunics to perfect your look for the day. Tailored in regular fit from Cotton Viscose these leggings also promise a soft feel.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH447414202559E
Color
Orange
Size
34
Material
Cotton
Pattern
Printed
Gender
Women
Set Contents
1 Ankle Length Legging
Wash Care
Machine Wash
Designed By
Madhuram Enterprises
Style Code
DP-LG-5H