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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 Slim Jeans Men Pack SIDE Combo 2 Fit of POCKET Stretchable ygyoy1Hq Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim s Combo Stretchable SIDE Pack POCKET 2 Jeans of Men Fit H9pWqOVJC Cite as: Shirt Hangup Olive Color Cotton Blend Fit Regular wuEi9eZB
[cs.CL]
  (or For Casual Linen Slim Coloured men Shirt Fit Blue Jugend Navy QzdJg
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for this version)

Submission history

From: Yen-Chun Chen [ Women Sleeve Lace International Splicing Neck Sweatshirt Round Bazaar For Long Sweet PSbw4
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
SATPAL
Product Code
APPMEN-S-SLIM-FSATP5738909ACAD003
Color
Blue
Size
28
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Narrow;Slim;Regular
Wash Care
Gentle Wash
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