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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)
Quotient Red Berry Style Tshirt 278RXVJG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tshirt Quotient Red Style Berry pinOSI3 Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Striped Blue Shrug Sweekash Net Womens lZrg8n
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Basic V Neck, 3/4th Sleeves Tee
Brand
Style Quotient by noi
Product Code
APPSTYLE-QUOTIEKRIS8072580CF96C1
Color
Red
Size
M
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
V-Neck
Fit
Regular
Type
T Shirt
Wash Care
Hand Wash
Disclaimer
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