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References & Citations

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)
Men Navy FOX zipped amp Running with Shorts Conglo Printed pockets s Melange WqvV0Se2Q Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These Shorts are made from 100% cotton using environmental dyes with high quality prints. These are patterned in such a way to give comfortable and trendy fit.
Brand
CONGLO FOX
Product Code
APPCONGLO-FOX-PCONG6655042E02308C
Color
Multi
Size
M
Material
Cotton
Pattern
Plain
Fit
Comfort
Type
Shorts & 3/4ths
Gender
Men
Set Contents
2
Wash Care
Machine Wash