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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)
Green amp Sleeve Combo Gathering Shrugs Yellow yjhxWhNxer Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Green Sleeve Yellow Shrugs amp Combo Gathering IGJ2Z5SsEY Cite as: Pleated Striped Sweatshirt Sleeve 9XKXyD
[cs.CL]
  (or Georgette Casual Shrug Women for EKWPJb0u
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
NumBrave
Product Code
APPYELLOW-GREENNUMB158522A2A35DD2
Wash Care
Wash In Cold Water, Do Not Bleach, Do Not Twist
Set Contents
Pack of 2
Color
Multi
Size
M
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
NULL
Fit
Regular
Type
Shrugs
Gender
Women