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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)
PRINT BLOCK REVERSIBLE COTTON JACKET dnCbDiM Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ for Pack Womens Of2 Full FUEGO Fashion Staylish Sleeves Wear Sweatshirt WPLqZqKGXc
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Inspired by hand block print waistcoat from Bitterlime is an ideal pick to complement your outfit. Wear this piece with a pair of trousers or palazzos ,a kurta and wedges to complete the look.
Brand
Bitterlime
Product Code
APPREVERSIBLE-CSANI2017623CC9E03
Color
Yellow
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Others
Fit
Regular
Type
Waistcoats
Wash Care
Hand Wash
Wash Type
Hand Wash
Disclaimer
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