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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)
of Shirt For Black Nimegh Pack 2 Salmon and Colored s Solid Dark Cotton Casual Men WrJNZR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Splicing Long Hoodie Loose Women Color Sport FINEJO Contrast Pullover Sleeve Top Casual IiCJm5kn9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Nimegh
Product Code
APPNIMEGH-BLACKNIME298470D9F5D8DC
Color
Multi
Size
38
Material
Cotton
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
2
Wash Care
Hand Wash
Style Code
LVSHT_1and16