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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 Identiti Men Solid Denim QRXanGoK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Men Denim Solid Identiti AobIAVf Cite as: Paridhan Skirt Cotton Sunrise Around New Wrap LrWj0Wv2O
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ 2 Womenpack Multicolor Cotton Trackpants Of For Vimal vq1VnAq
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

100% Cotton Skinny Fit Denim For Men
Brand
Identiti
Product Code
APPIDENTITI-MENIDEN313174EA5A5E
Color
Blue
Size
30
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Set Contents
1 Denim
Wash Care
Machine Wash
Style Code
218-74623-14-30