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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 s Terrex Multisport Blue Tracerocker adidas Training Men QgBk3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Knitted Shirt T Huetrap Womens Sleeve Short USmmc0n
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ by Bata Power Shoes Grey Sport FYsIrMhLLc
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Adidas
Product Code
FOOADIDAS-MEN-SPEAR211641B08B018
Color
Blue
Size
UK 9
Material
Synthetic
Type
Training
Sport
Training
Sole Material
Phylon
Upper Material
Synthetic
Set Contents
1 Pair
Style Code
S80901