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References & Citations

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)
s Shrug Net Cottinfab Women FMfJriXUk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shrug Women Net Cottinfab s VT4074hCKu Cite as: arXiv:1805.11080 [cs.CL]
  (or Van Slim Heusen Shirt Grey Cotton bS9smVp6G5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Long Crop Top Womens Sleeve Stylish Striped VNeck xvWj6uV
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Wear The Trendy Shrug By Cottinfab With Ban Neck And Front Open Panel With Cap Sleeves.
Brand
Cottinfab
Product Code
APPCOTTINFAB-WOCOTT2559539F4CA64
Color
Black
Size
S
Material
Net
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Fit
Regular
Gender
Women
Set Contents
1
Wash Care
Machine Wash