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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)
Mens Fit Black Shirts Slim Mufti Casual FGPmUdGGd Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mufti Fit Slim Mens Casual Shirts Black ZqGslVi5m Cite as: arXiv:1805.11080 [cs.CL]
  (or loafers Brown Synthetic Men CORLEONE nPKSAnQ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Spruce up your cool and trendy look wearing these blue coloured jeans from the house of Mufti. Soft to touch;these jeans for men are super comfortable to wear throughout the day. Offering an amazing fit;these jeans will look perfect when paired with a polo T-shirt and lace-ups.
Brand
Mufti
Product Code
APPMUFTI-MENS-BSETU20104331CB5D89
Color
Grey
Size
XXL
Material
Cotton
Occasion
Casual
Pattern
Checks
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8903415616601
Style Code
MFT-30284-F