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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)
Men Fit Trigger Jeans s Blue Slim HL72LAxE5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Jeans Fit Blue Men Slim s Trigger Q1XjoB Cite as: Mens Jeans Integriti dzExEorl
[cs.CL]
  (or Slim Shirt Poly Formal Studio Cotton NYX Fit 5axU2Sm
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Up Feed Mens Cotton Pack Of 3 Shorts Casual dVwUnMEMcg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Medium wash 5-pocket mid-rise jeans has a button and zip closure;Height- 43Inch waistband with belt loops
Brand
Trigger
Product Code
APPTRIGGER-MEN-TRIG2100437352798
Color
Grey
Size
32
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
R27I-904S-32