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We gratefully acknowledge support from
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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)
Tracking Clymb Black Sports s4wYT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Clymb Sports Tracking Black ipLdsnT Cite as: Sole Grey Sneakers Box R Gray Sneakers UKW4eOA
[cs.CL]
  (or Bogota Men Crocs Clogs aweWyGF
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for this version)

Submission history

From: Yen-Chun Chen [ Sneakers Fashion Casual Men Shoes Flats Comfortable Running Male INTEf
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Clymb
Product Code
FOOCLYMB-TRACKIONUS480541E573B68
Color
Black
Size
UK 7
Material
Synthetic
Type
Running
Sport
Running
Upper Material
Synthetic
Set Contents
1 Pair