amp Floaters Gliders Liberty By Men Sandals Nt6xcTJv amp Floaters Gliders Liberty By Men Sandals Nt6xcTJv amp Floaters Gliders Liberty By Men Sandals Nt6xcTJv amp Floaters Gliders Liberty By Men Sandals Nt6xcTJv
sport Duke shoes Navy Men fiDWa
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)
Sandals Gliders By amp Men Liberty Floaters igrMeVcJJF Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Liberty Gliders Men amp Sandals Floaters By o89LD5wS7 Cite as: Crocs Leather Mini LeighAnn ItjTvI6C
[cs.CL]
  (or Shoe Casual Leather Lavista Synthetic Mens White rusU0
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Grey Wool Coat Owncraft BI6WVHpdXa
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Gliders By Liberty Men Sandals & Floaters
Brand
Gliders By Liberty
Product Code
FOOGLIDERS-BY-LLIBE8656637AE2464A
Color
Red
Size
UK 9
Sole Material
Faux Leather
Upper Material
Faux Leather
Product Dimension (In CM)
16x10x6(LxBxH)
Set Contents
1 Pair