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References & Citations

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)
Blue Jeans Slim Richlook Fit p4XQ12k Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim Blue Richlook Jeans Fit 0zHQqz3Q Cite as: Peter England White Shirt olD6qh1
[cs.CL]
  (or Drawstring Mens Short Quick Sports Dry Trousers GDI6aOk30
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ FASHION SHIRT Multicoloured FULL FOR SLEEVES VAN WEAR COTTON PACK OF GALIS MENS 3 BxBM4xg7K
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Set yourself apart and strut your style by wearing these jeans from Richlook. Made from denim fabric;these jeans come in slim fit. These jeans can be teamed up with a T-shirt and sneakers to complete your cool look.
Brand
RICHLOOK
Product Code
APPRICHLOOK-BLURICH20076E120DE96
Color
Blue
Size
36
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash