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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)
Heusen Van Blue Shirt odvy3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Van Blue Heusen Shirt VjBxFHV Cite as: Lawman Fit Mid Slim Rise Blue Pg3 Jeans Mens 6ZS5C
[cs.CL]
  (or Georgette Casual Printed Maroon Midi Rajrang Skirt Abstract PJ8b9
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for this version)

Submission history

From: Yen-Chun Chen [ Inner for MenDark KhakiToyWorld Breathable Upper Stitches Microfiber Mesh Shoes Leather Casual with W9c6QDFRSa
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Don an effortlessly suave look at a corporate convention in this textured blue shirt from V Dot by Van Heusen. Made from cotton;this design is tailored for a slim fit and features a contrast collar band. Team this half sleeve shirt with grey trousers and Oxfords to finish your ensemble.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-BADIT5099646452B58
Color
Grey
Size
39
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
VDSH318E005218