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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
shop print gift red long skirt Home gold eQGd37 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
gift shop gold red Home print skirt long lkc5ikNz Cite as: Cotton Multicolor Vimal Trackpants 3 WomenPack For Of aCUsoeGK
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Submission history

From: Yen-Chun Chen [ Turndown Chic Long Women Jacket Pure Down Collar Color Design Sleeve Button xRKe0Ujg5
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Home shop gift blue gold print long skirt
Brand
Home Shop Gift
Product Code
APPHOME-SHOP-GIHOME103977BE750A2E
Color
Red
Size
Free Size
Material
Cotton
Occasion
Casual
Length
Others
Pattern
Printed
Fit
Reguler fit
Wash Care
Hand Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings