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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)
Mens Fit Casual Grey Rise Mufti Slim Mid Shirts AXaHVwlwN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Plain Kritikas Shrung New women for 4i7EpNYpGl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Mufti Mens Grey Slim Fit Mid Rise Casual Shirts
Brand
Mufti
Product Code
APPMUFTI-MENS-GSETU201043B316013E
Color
Grey
Size
XXL
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Hood
No
Set Contents
1
Wash Care
Hand Wash