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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)
Light Narrow Spykar Low Jeans Rover Blue Rise Mens Fit m1v1O6M Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Light Low Blue Spykar Narrow Jeans Rise Mens Rover Fit KKSssV Cite as: Store CoatsLL Warm Fashion Womens Down yRAMST
[cs.CL]
  (or Mid Waist Blue Denim Gradely Jeans Black Men Silky Mv8Eqx
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ And Ripr Shorts Men For Adorable 3 4ths TfV9G
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Up your denim game with these blue coloured jeans from the house of Spykar. Comfortable to wear, these jeans will stay soft against your skin. Team up these jeans with an olive coloured T-shirt and black lace-ups to look like a trendsetter.
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU201043334D0C69
Color
Blue
Size
38
Material
Cotton
Occasion
Casual
Rise
Low Rise
Fit
Narrow
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash