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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)
Vostro Sport Blue Shoes Men Winston bM1gTYwdF Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Shoes Blue Navy White Sparx SM297 Sports Men NgMxjP7cE
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Vostro
Product Code
FOOVOSTRO-VCS114SHO214144445C9766
Style Code
Vcs1184
Color
Blue
Size
UK 8
Material
Synthetic Leather
Type
Running
Sport
Running
Sole Material
Rubber
Upper Material
Synthetic;Leather
Set Contents
1 Pair