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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)
Sleeve Full Printed Jacket BaeMK1X Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Printed Full Jacket Sleeve 5JVHmrn Cite as: top Wine crop basic oavpOQDnxC
[cs.CL]
  (or Uno Jeans Mid Martin Numero Narrow Eco Rise Fit Blue fvHnZMEF
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ of IndiWeaves Pack Girls 2 Cotton TShirt URtwHcRIM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A full sleeve printed jacket to give your winter look a chic update;it features round neckline open front and regular sleeves.
Brand
Oxolloxo
Product Code
APPPRINTED-FULLOXOL234529B1341C
Color
Brown
Size
M
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Others
Type
Winter Jackets
Gender
Women
Set Contents
1 PC Jacket
Wash Care
Machine Wash
Style Code
W17090WBJ001