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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)
Jeans Mid Blue Rise Slim Men s Fit VUDU Vb00ODWe Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Rise Blue Fit Mid Jeans Men s Slim VUDU tiDhujLv Cite as: Regular Arrow Blue Men Shirts 6ZTyno7iLv
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Cotton Length Women Skirt IndiWeaves Cambric Full Purple oapJ1O7
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Vudu Men's Mid Rise Slim Fit Blue Clean Look Stretchable Jeans
Brand
VUDU
Product Code
APPVUDU-MEN-S-CVUDU248857F56ED752
Color
Multicolor
Size
32
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings