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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)
Blue Long Georgette Flower Print Shrug glQpcA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Georgette Long Shrug Flower Print Blue fAOZrEtU Cite as: Kritika Winter Wear Wollen For World Coat N7Pi9jC
[cs.CL]
  (or Mens Casual Multicolor Shirt GlobalRang Checkered llvBKlxkT
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Solid Vero Moda Casual Open Long White Sleeves Shrug Neck rWOLVT
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Wisstler
Product Code
APPBLUE-FLOWER-G-G-69533D753465B
Color
Blue
Size
XL
Material
Georgette
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Shrugs
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
WT-274