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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 Shirts Fit Slim Mens Casual Khaki tS7yXT1w Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mufti Casual Khaki Fit Shirts Slim Mens 9dzvuUd46 Cite as: arXiv:1805.11080 [cs.CL]
  (or Shirt John Players Fit Formal Blue Slim xd8mQsMsv
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ House of shortSet cotton 3 trending Candy evbFo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Adorn an ultra-modern look by wearing this khaki coloured shirt from Mufti. This full-sleeved shirt features a spread collar;button placket and two flap pockets with button closure on the chest. The left pocket is again detailed with brand logo embroidery on it. This shirt can be clubbed with washed denims and sneakers.
Brand
Mufti
Product Code
APPMUFTI-MENS-KSETU2010435D97F601
Color
Brown
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Hood
No
Set Contents
1
Wash Care
Hand Wash
Style Code
MFS-8431-E