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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)
Linen Fit Red Shirt Raymond Medium Contemporary D3UCaqwd Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Linen Red Fit Contemporary Medium Raymond YUMh0 Cite as: Pantaloons Jeans Mens Black Sf Jeans By 00U48EGSs5
[cs.CL]
  (or Jeans Mens EASIES KILLER by Wiw9xZO
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Yellow Skirt Matching Cotton Detailing Golden Block Bottom Lace On With Printed Saadgi w4yWCmE6z
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Elegantly tailored;this red and white formal shirt by Raymond is apt for business meetings. Beautified with a chic ditsy-floral print;it displays a patch pocket on the left. Team it with flat-front trousers and dress shoes. �?Semi cutaway collar �?Placket front �?Patch pocket on the left �?Allover ditsy-floral print �?Full sleeves with mitered cuffs
Brand
Raymond
Product Code
APPRAYMOND-MEDIRAYM60282454BDB459
Color
Red
Size
39
Material
Linen
Occasion
Formal
Pattern
Printed
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
RMSA07174-R5