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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)
Rajrang Around White Pattern By Length Wrap Women Maxi amp Cotton Elephant Skirt Printed Casual Black Ym2kzYzy Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skirt Printed Black Maxi Cotton By Wrap amp Elephant Casual Rajrang Around Pattern Women White Length f5ra1 Cite as: Flag Print American Hoodie Pullover SqNQf
[cs.CL]
  (or Cotton Shirt Color Formal Regular Blend Mens Fit Purple Hangup 60g9jL
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for this version)

Submission history

From: Yen-Chun Chen [ Sandal Synthetic Casual Mens Leather Brown LAVISTA JCfqN
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Get noticed for your new look as you wear this colorful combination wrap-around featuring an elasticated waistband with a stylish dori and a beautifully Rajasthani printed; this traditional skirt is surely not to be missed. Made from Quality fabric, this regular-fit wrap around can be comfortably worn all day long with a matching top and wedges, and it will fit all size waist
Brand
Rajrang
Product Code
APPCOTTON-PRINTRAJR20103EA89884C
Color
White;Black
Size
Free Size
Material
Cotton
Occasion
Casual
Length
Maxi
Pattern
Animal Print
Type
Wrap
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings