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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)
Formal NXG Mens Shirt Donear 2358nK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Formal Donear NXG Mens cnYSPlTy Cite as: Cotton Mens Woodland Shorts mEPJ3XtRa
[cs.CL]
  (or Casual For Top Flax Printed Fashion Women iaf2Isz
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for this version)

Submission history

From: Yen-Chun Chen [ Tshirt Womens Aeropostale ZMwXJSeKhp
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Express the real you when you adorn with this coloured shirt by Donear NXG. Made using premium quality Fabric this shirt will keep you comfortable day long::DONEAR with its three decades of expertise in the textile industry is a reputed and fastest growing fashion fabric brand creating a wide variety of exotic;Suitings;Trouser & Shirting Fabrics. Donear primarily caters to the middle and the premium segments with high quality apparel fabrics that are woven with Natural Fibres;Synthetic Fibres and its Various Blends. Donear fabrics come in a wide variety and huge range::Package Content : One Mens Shirt::Made In India::Disclaimer: Please Note Product Colour May Slightly Vary Due To Photographic Lighting Sources On Your Monitor Settings.
Brand
Donear NXG
Product Code
APPDONEAR-NXG-MDONE390651B5D3949
Color
Maroon
Size
39
Material
Blended
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Type
Formal
Collar Type
Button Down Collar
Set Contents
1
Wash Care
Hand Wash
Style Code
SHIRT-1363-MAROON