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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)
White Top Blue 3 Camisole Tank Black Pack amp Cotton of Friskers RuHbz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Top Viscose Shoulder Besiva Blue Cold Buttoned Navy Womens Lsz5j
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Friskers Women Cotton Spaghetti Pack Of 3
Brand
Friskers
Product Code
APPFRISKERS-MULM-S-106567E6EFA668
Disclaimer
Product Color May Slightly Vary Due To Photographic Lighting Sources Or Your Monitor Settings
Wash Care
Gentle Hand Wash
Color
Multi
Size
S
Material
Cotton
Pattern
Solid
Fit
Regular
Gender
Women