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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)
Shoes Camfoot Men Running Grey 475 Sports cmI4EyCYq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Grey Shoes Sports Running Camfoot Men 475 JEbnF5VpQ3 Cite as: Sandal Chief Mens Red Brown RC220 Leather Formal 004 tTJexLFj0
[cs.CL]
  (or Lycra Jeans Black Slim Fit London Canary u1ddf
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for this version)

Submission history

From: Yen-Chun Chen [ High Fashion Comfortable for Personalized Breathable Shoes Elastic Casual Lovers Shoes Sports Letters r0sUaCvBE8
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Camfoot presents an amazing range of men casual's shoes;under floaters range which signifies today's youth image. These uniquely designed shoes give you the comfort you need with the style you want. It comes in various range & variety and hence fulfills the need of all.
Brand
CAMFOOT
Product Code
FOOCAMFOOT-MEN-MADH73395722DA50FC
Color
Blue
Size
UK 7
Type
Running Shoes
Sport
Running
Sole Material
PVC
Upper Material
Canvas