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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)
Blue Sleeve Printed Cutaway Cotton Full Slim Parx Fit Collar Shirt zvJOzQlj8q Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ International Bazaar Sleeve Lantern Hem Shirt Embroidery VNeck Lace Womens Stylish efkE9A
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Parx Printed Cotton Slim Fit Cutaway Collar Full Sleeve Blue Shirts
Brand
Parx
Product Code
APPPARX-PRINTEDRAYM602824C90F9113
Color
Blue
Size
44
Material
Cotton
Pattern
Printed
Fit
Slim
Gender
Men
Set Contents
1
Style Code
XMSS04989-B4