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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)
Green Cotton Tights Women American Elm Light s waJxBT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

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

Description

Best quality slim fit comfort leggings made with cotton fabric for safe skin and styling. This cotton stretch leggings is designed to provide absolute comfort and body fit. Pair it with short or long kurti for modern look. High on style;fit and finish;this leggings is sure to lend you a sophisticated look.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH44741A97D221F
Color
Green
Size
L
Material
Cotton
Pattern
Solid
Fit
Slim
Gender
Women
Set Contents
1 Leggings
Wash Care
Machine Wash
Style Code
AE-LG-SD-08