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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)
Shirt Marilyn T ECEC3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Marilyn T RMbPvpp Cite as: Slim Fit Cotton Printed Hancock Green Pure Shirt 1stRPz
[cs.CL]
  (or Wrap Skirt Long Wrinkle Fancy Chevron Arround Blue Design Pattern rcBDHQ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Womens Top Sleeveless Tank Huetrap YKiYEM7aeZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Beige coloure full sleeve Marilyn T-Shirt
Brand
Kazo
Product Code
APPMARILYN-T-SHM-S-367674C1DB9A
Color
Beige
Size
L
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Wash Care
Hand Wash