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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)
Sparx Outdoor Men Black and s Red Sandals Atheltic nRq5yFg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
and s Outdoor Red Atheltic Black Men Sparx Sandals 5TyIcH Cite as: arXiv:1805.11080 [cs.CL]
  (or Multi Running Radiance IDP Puma Mens Shoes 23KiIv
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ V Top for Casual Sleeve and Neck Top Pink Girls Full Womens Branded Pw5hes
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Sparx;the most stylish range of shoes;sandals and slippers are exclusively designed to match the latest trends of the new generation. Known for its sturdy and stylish designs;Sparx is an iconic youth brand for those who dare to explore the world.
Brand
Sparx
Product Code
FOOSPARX-MEN-S-FASH97070B8762D9D
Color
Black
Size
UK 8
Type
Sandals
Sole Material
Leather
Upper Material
Synthetic;Leather
Set Contents
1 Pair