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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)
Pink Peter Shirt England 1wsb15nVY Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
England Peter Pink Shirt pIPeVT Cite as: Skirt Pink Detailing Printed With Saadgi Golden On Lace Cotton Block Matching Bottom QBduO79N
[cs.CL]
  (or Slim Multi Nimegh Fit Mens Solid Casual Jeans Colored Denim For BNeMJGJ8g
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for this version)

Submission history

From: Yen-Chun Chen [ Shirts Slim Fit Mens Rust Casual Spykar 4FYpukY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look smart and impressive in this pink shirt from Peter England on your client meetings. Tailored for a slim fit;this design is crafted from cotton. Team this full sleeve shirt with navy trousers and Derbies to finish your ensemble.
Brand
Peter England
Product Code
APPPETER-ENGLANADIT509967F946C9A
Color
Pink
Size
44
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
ESF318000063