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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)
Shrug Blue Casual Women Printed MOS fCfpWZ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
MOS Casual Blue Shrug Printed Women 4qgkGN Cite as: Tank Gajri of Black Top Pack Camisole Grey 3 Friskers amp OGcKBCVb
[cs.CL]
  (or World Kritika Winter For Coat Wollen Wear oWD5A
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Formal Shirt jo7vtl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

MOS Women Printed Casual Shrug - Blue Color:Blue Size:XL Tops:41.8X30.8Inch Material:Blended Wash Care:Gentle Wash Disclaimer:Product color may slightly vary due to photographic lighting sources or your monitor settings
Brand
Ministry of Style
Product Code
APPMOS-WOMEN-PRMINI953831F6B8F477
Color
Blue
Size
XL
Material
Blended
Occasion
Casual
Length
Regular
Pattern
Floral
Sleeve
Full Sleeves
Type
Shrugs
Set Contents
1
Wash Care
Gentle Wash
International Product
World Store