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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)
Blue Men Fit Hancock Shirt Printed Formal Navy Slim eDiwvE Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Slim Hancock Men Navy Blue Printed Fit Formal pB6WfQmt Cite as: arXiv:1805.11080 [cs.CL]
  (or Komal Trading Co tjRj32q
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Women Tshirt Polo Collar JUMP Printed White USA ZN8LA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Turn up your style with this dapper Shirt by HANCOCK. Ideal for an upscale business event or party;this shirt whit slim trousers and formal shoes achieves a perfectly polished look.
Brand
Hancock
Product Code
APPHANCOCK-MEN-SIDH59416AE58041D
Color
Blue
Size
42
Material
Cotton
Pattern
Printed
Sleeve
Full Sleeves
Fit
Slim
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
43537NAVY