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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)
Women Brown Burnout Waist Inspire Belt World Adjustable Blend With Polyester s Jacket Cotton CBtjA5dk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Adjustable Blend Belt With Burnout s World Inspire Polyester Women Jacket Waist Brown Cotton bXctIyT5 Cite as: VNeck Crop Women Summer Sleeveless Top Vest TShirt Halter V9lVSl
[cs.CL]
  (or Tank Top Womens Stay Huetrap unique White UMf6ruB
[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
INSPIRE WORLD
Product Code
APPINSPIRE-WORLINSP3192644AD6AC31
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Color
Brown
Size
3XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Women