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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)
Women Skirt Red BuyNewTrend Printed Full Length Cotton For uJhZRX6dsk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Full For Women BuyNewTrend Cotton Printed Red Length Skirt 7wno8m Cite as: Van Shirt White Heusen sgcaX2Gn9n
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Blue Sparx Sandals qRACn1Fr
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This product is made from cotton and finished in a attractive color and elegant collection of ethnic design. Featuring an attractive design;this will be of great collection in your traditional wear. It is designed in order to give you a complete ethnic look. Length-38 Inch
Brand
Buy New Trend
Product Code
APPBUYNEWTREND-DIMP81205D7CE2044
Color
Red
Size
30
Material
Cotton
Occasion
Ethnic
Length
Midi
Pattern
Printed
Type
Straight
Gender
Women
Set Contents
1
Wash Care
Gentle Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings