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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 And 7 Columbus Green Sport Blue Size u77sxuFWk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Women Block Amour Black World Heel RG1j2UKwFx
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for this version)

Submission history

From: Yen-Chun Chen [ Heusen Green Van Bellies yfqlUbT
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Chic and stylish, these blue colored sports shoes from Columbus are amid one of the best picks to elevate the casual dressing quotient. Comfortable and easy to go with, these shoes are what every man would want to house in his wardrobe.
Brand
Columbus
Product Code
FOOCOLUMBUS-BLUNSDS20842D02BF788
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Size Guide
Refer to size guide for measurements.
Color
Blue
Size
UK 7
Type
Running
Sport
Running
Sole Material
PVC