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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)
Red Men Shoes Dancing Black Lifestyle Columbus s HUNK 03PHpp24J Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Black Columbus Shoes Dancing Lifestyle HUNK Men s Red Jd4P77OR9 Cite as: Shoes Groofer Mens Laceup Grey Casual GOAlm
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Bellies Red Faux Leather Women Footwear Sindhi vimYsSTT
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Columbus presents Stylish running shoes;walking shoes;Gym shoes and lifestyle shoes for men that will certainly take your running or jogging sessions to the next level. Featuring mesh upper and lining;these Shoes are light in weight and durable. Furthermore;the outsole provides better traction on different types of surfaces.
Brand
Columbus
Product Code
FOOCOLUMBUS-MENFASH970709214A77C
Color
Multi
Size
UK 7
Material
Mesh
Type
Running
Sport
Running
Sole Material
Eva
Upper Material
Mesh
Style Code
HUNK RED BLACK