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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)
Crocs M LiteRide Pacer B0Y9Ds Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Crocs Pacer M LiteRide JF1dV0i Cite as: Shoes Leather Casual Men Tape Red Brown CPlsNVX6nZ
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for this version)

Submission history

From: Yen-Chun Chen [ Sandals Tan Hitz K5tts6K
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Crocs
Product Code
FOOCROCS-LITERINDSL744562788FD48
Color
White
Size
UK 6
Pattern
Solid
Upper Material
Resin
Product Dimension (In CM)
31.115x19.685x12.065(LxBxH)
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings.
Set Contents
1 Pair
Style Code
204967-143