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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)
Black Turquoise Pack Friskers Tank Red of Top amp White 3 Camisole mjmqmetfB9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Mens Black Buckle formal Leather Valentino shoes Dr2CVr
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Friskers Muilti Color Tank Top For Women
Brand
Friskers
Product Code
APPFRISKERS-MUIM-S-1065674A902233
Color
Multi
Size
M
Material
Blended
Occasion
Casual
Pattern
Floral
Fit
Regular
Gender
Women
Collection
Summer
Set Contents
Pack of 4 Tank top