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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)
NAVY BLUE MEN RIDGE VOGUE JEANS WASH S HWaPxQmg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
WASH NAVY JEANS S VOGUE MEN BLUE RIDGE H9l4MRUYO Cite as: Tank Yellow amp Tops Cotton Tshirts Aeropostale 5S62fkV
[cs.CL]
  (or Allen Blue Solly Shirt txBlAq
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Men Fab Solid Formal Shirt Being Pink pskY4vKH
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

RIDGE VOGUE is nationally orientated but we think internationally but are founded in the tradition of the multinational design and culture. This is reflected in our design process and our understanding, as well as in our business approach. Today RIDGE VOGUE is represented in more shops across the nation and has grown step by step in a pace where we have been able to have fun, be innovative and honest to our mission this is still the case. RIDGE VOGUE is built upon loyalty, honesty and relationships while being true to ourselves and our mission. We value quality over quantity and relationship over turnover. We are patient and believe that good things come to those who wait.
Brand
RIDGE VOGUE
Product Code
APPRIDGE-VOGUE-JK-S88821116C41C02
Color
Blue
Size
34
Material
Cotton Blend
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Wash Care
Normal Wash
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