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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)
Slim ROCKERS S Denim ROAD Strech Black MEN Fit Jeans Slate Cotton ZU8vqvkb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim ROAD Slate Jeans ROCKERS Black Fit MEN S Denim Strech Cotton r2z8D Cite as: Men Printed Polo White Assn Shirts US nVE2VM89
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Women Campus Sutra Top Blouse v6IWKMo4Kn
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
ROAD ROCKERS
Product Code
APPROAD-ROCKERSP5-E795349C058B82B
Color
Black
Size
36
Material
Cotton
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Normal Wash
Style Code
RJ-175_SLATE BLACK