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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)
s Levi Rise Low Fit Straight Black 513 Jeans Mens VLcfn8hs Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Low Mens Rise Straight Jeans s 513 Levi Fit Black fRHfGDXKiS Cite as: Numero Blue Morice Rise Slim Uno Fit Low PPZoWlo
[cs.CL]
  (or Motion Nike Black ShoesUK8 Max Air Running Sports 5XxU2nw9
[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

Levi's Mens Black Straight Fit Jeans
Brand
Levi's
Product Code
APPLEVI-S-MENS-SETU20104357095989
Color
Black
Size
32
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
23677-0006