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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)
Papsara Women Red Top Rayon Long EFhy9Qm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Top Red Papsara Women Rayon Long 1DWtPkfg Cite as: arXiv:1805.11080 [cs.CL]
  (or Round Top Miss Neck Out Sleeveless Low Cobalt Lace High Cut Womens Blue Chase 5cB8YTd
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Waist Trendy Dress Zipper High Pure Color for Spliced Ladies Design Mini CC5kIzhpjC
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Looking Your best is no longer an ordeal! PAPSARA has a wardrobe solution for every casual occasion. Size is not an issue any more. It s all about preference;your preference! This casual sexy creation goes with just about any pair of jeans. As for heels or flats;again it s up to you. The light material flows lightly over your mid section and around the arms creating the perfect fit. Rayon Round neck 3/4 Sleeve Solid Dress. Extra Button added on arm and also enagaged V type embroidery on the chest for good looking. You can Fold sleeve on upper side. So you have the confidence to conquer and the style to inspire.
Brand
Papsara
Product Code
APPPAPSARA-RED-MAEE270920F9862B41
Color
Red
Size
M
Material
Rayon
Occasion
Casual
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Type
Tops
Gender
Women
Set Contents
1 Top
Wash Care
Hand Wash
Style Code
PACLTORA1420KK