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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)
Dark Fit Low Rise Super Mens Slim Mufti Blue Jeans JPB08WfSn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mufti Slim Blue Dark Fit Low Mens Rise Super Jeans ryRFd Cite as: Solids Jeans Casual Druthers MenS Lycra Denim Multi Plain Size34 V4e4ahS
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Cotton of TShirt 2 IndiWeaves Girls Pack SfyHOcuM5
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Mufti
Product Code
APPMUFTI-MENS-DSETU20104326DF9FD7
Color
Multicolor
Size
30
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Super Slim
Gender
Men
Hood
No
Set Contents
1
Wash Care
Machine Wash