Vigor s Sport Shoes Puma Men OaaJ39 Vigor s Sport Shoes Puma Men OaaJ39 Vigor s Sport Shoes Puma Men OaaJ39 Vigor s Sport Shoes Puma Men OaaJ39 Vigor s Sport Shoes Puma Men OaaJ39 Vigor s Sport Shoes Puma Men OaaJ39
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Sport Men Vigor Shoes Puma s 1ZlpK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Puma Shoes Men Vigor s Sport B6vDX Cite as: Lavie Black Footwear Women Camrsb
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ 8068Grey7 Synthetic Casual West Mens Leather Code Shoes qVCNRD7E
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Put On This Pair Of Stylish Footware From Puma And Let Your Feet Do The Talking. Team It With Distressed Denims And A Tee For A Chic Look.
Brand
Puma
Product Code
FOOPUMA-VIGOR-MGAJR647973E4E1023
Style Code
18953303
Color
Grey
Size
UK 9
Material
Mesh
Type
Running
Sport
Running
Upper Material
Mesh
Product Dimension (In CM)
31 X 24 X 3(lxbxh)
Set Contents
1