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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)
Tights Velvet Pack 2 Collection Anixa Of gQM00C6nV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ Of Shorts Up Feed Mens Casual Pack 3 Cotton L2LPV
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Comfortable & High Quality
Brand
Anixa
Product Code
APPANIXA-COLLECDIWA192600D589BDA7
Shipping Days
2 Days
Color
Black
Size
L
Material
Viscose
Fit
Comfort
Gender
Women
Set Contents
2
Wash Care
Hand Wash