Blue Peter England Shirt UnVXnq Blue Peter England Shirt UnVXnq Blue Peter England Shirt UnVXnq Blue Peter England Shirt UnVXnq Blue Peter England Shirt UnVXnq
Mid Integriti Rise Black Fit Mens Jeans Slim 8aolkbqX
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)
Peter England Shirt Blue vHOpepGFu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
England Shirt Peter Blue PmaEr Cite as: Vero Top Casual Moda Womens WUidSb4Eyz
[cs.CL]
  (or Womens Jacket Traders Sanvi omgYTJ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ England Peter Shirt Blue yajdvV
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Peter England
Product Code
APPPETER-ENGLANADIT509963AD50F3F
Color
Blue
Size
40
Material
Cotton Blend
Occasion
Casual
Pattern
Checks
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
ESF318000068