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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)
s Blue Navy Shoes Casual Men Blinder Denim Velcro vNlpdUZD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men Velcro Blue Blinder Denim s Navy Shoes Casual hIhTwXJID Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Axter Sandals Men 970 Brown Shoes erNUQ98
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Stylish casual shoes collection from Blinder Shoes;which are ideal for those men who want to look trendy on every event. Perfect for daily use;this range comes up with lightweight and flexible shoes which are worth investing in
Brand
Blinder
Product Code
FOOBLINDER-MEN-GULA4763381D6C3B
Color
Navy Blue
Size
UK 9
Type
Casual Shoes
Pattern
Solid
Sole Material
PVC
Fastening
Velcro
Toe Shape
Round
Upper Material
Fabric
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings