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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)
Long Cotton Shrug Kritika Lycra s New LNa2PK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shrug Lycra Kritika New Cotton s Long 7CTwZM Cite as: Sport Shoes Nike Grey e5kUmZ03
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Western Top Mayra Yellow nEmmHE
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This Long and Smart Shrug for your casual and formal outings. This fabric is strecheable that gives you a perfect fit to flaunt your figure. This will surely make your companions to you and appreciate your fashion sense. and slim fit denim or black Jeans;jeggings to look also fabulous.
Brand
kritika world
Product Code
APPKRITIKA-S-NEKRIT3730599475EA
Color
Multi
Size
M
Material
Cotton
Occasion
Party
Type
Shrugs
Set Contents
2
Wash Care
Hand Wash