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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)
Running Red Men Puma Meteor s Shoes hbYAY7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Women Suede Boots Bruno Manetti Brown ynY0FZWO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This product is made from mesh on the outside and cotton on the inside and is finished in an attractive color. It features rubber sole;lace-up closure;and are designed to be used as sports wear footwear. Furthermore;it is recommended to be kept away from extreme heat and corrosive liquids to avoid damage.
Brand
Puma
Product Code
FOOPUMA-MEN-S-MSETU201043725C9386
Color
Red
Size
UK 10
Material
Mesh
Type
Running
Sport
Running
Upper Material
Mesh