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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)
Gym Green Sports Running s Men Shoes Blue Walking Mesh Bata u1GQbcS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Green Bata Shoes Mesh Blue Walking Gym Sports Running Men JkXw91J Cite as: arXiv:1805.11080 [cs.CL]
  (or Air Style Nike Iv 415445103 Mens415445 Monarch zTIqbi9Eg
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Rise Mens Fit Low Mufti Jeans Blue Slim 21EzB
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Keep your high-flying style intact with this pair of Sports Running Shoes by Bata. The Sports footwear from Bata is designed keeping in mind the style conscious youth. Featuring mesh upper and lining;these trendy Running shoes will stylishly complement your crisp look.
Brand
Bata
Product Code
FOOBATA-MEN-S-BFASH97070948558F0
Color
Multi
Size
UK 10
Material
Mesh
Type
Running Shoes
Sport
Training/Gym
Sole Material
Rubber
Upper Material
Mesh
Style Code
839-9015