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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)
Mufti Off Shirts White Fit Slim Mens Casual 5w34ujaj4P Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
White Casual Slim Mens Shirts Fit Mufti Off YM9Ltq Cite as: arXiv:1805.11080 [cs.CL]
  (or For Black Shoes Laceup Vitoria Formal Men Cn45uS
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Fit Womens Purple Skinny Huetrap Tights Solid H85w6mJ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Infuse a bit of ethnic look into your casual get up by wearing this off-white shirt from Mufti. It is designed with a mandarin collar;short button placket and a fine stitch line on the front. This full-sleeved shirt with a brand logo detailing at the back can be best paired with denims and sneakers.
Brand
Mufti
Product Code
APPMUFTI-MENS-OSETU201043733E8882
Color
White
Size
L
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Hand Wash
Style Code
MFS-8482-E