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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)
Chi and India Tai US 9 Chi 8 Women Yellow EU US 42 Sneakers Unisex 5 Men Tiger Yellow UK EU 42 Asics Tai 10 gVmEMBWl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tai US 8 42 US 10 EU Chi Women India 9 Yellow 42 UK Tai Unisex Men Asics EU Tiger and 5 Yellow Sneakers Chi mwYLEw1QF Cite as: arXiv:1805.11080 [cs.CL]
  (or Black Sport Women Puma Shoes VwZAceOi
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Crocs Clog Duet Max kKFKvIRfuk
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Allow your pair of shoes to air and de-odorize at a regular basis;this also helps them retain their natural shape;use shoe bags to prevent any stains or mildew;dust any dry dirt from the surface using a clean cloth;do not use polish or shiner
Brand
Asics
Product Code
FOOASICS-TIGER-BUYM247027EF9B652
Color
Yellow
Size
UK 8
Material
Mesh
Type
Running
Sport
Running
Sole Material
Mesh
Upper Material
Mesh
Product Dimension (In CM)
10x9x8(LXBXH)
Style Code
H6X1N.0404