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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)
Around Women By Wrap Maxi Skirt Black Printed Length Cotton amp Pattern Elephant White Casual Rajrang TTxW2e Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Around Pattern Elephant Women Skirt Wrap Printed White Casual By amp Maxi Black Cotton Length Rajrang jBPCxH Cite as: Slim Mufti Casual Blue Mens Shirts Sky Fit tamwME
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Clogs and Mens Crocband Crocs Mules Navy zTZQQf
]
[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-PRINTRAJR20103487E960
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