Length MOS Women Ankle Printed Graphic Leggings 4sIVSM Length MOS Women Ankle Printed Graphic Leggings 4sIVSM Length MOS Women Ankle Printed Graphic Leggings 4sIVSM Length MOS Women Ankle Printed Graphic Leggings 4sIVSM Length MOS Women Ankle Printed Graphic Leggings 4sIVSM
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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)
Printed Ankle Leggings Graphic Length MOS Women J35vhVnfp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Graphic MOS Printed Length Leggings Women Ankle tHIo39Lgy Cite as: Running adidas Yking Shoes Blue M Mens 5BZKXgW
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ 2Pcs Vego Zip Shots Combo Cotton NusLOa6lO9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Ministry of Style
Product Code
APPMOS-TRENDY-2MINI953831D3DD6A5A
Color
Multi
Size
L
Material
Blended
Length
Ankle
Pattern
Printed
Set Contents
1
Wash Care
Gentle Wash
International Product
World Store