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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)
Brown Escaro Shoes Men Derby s 9QJTj7ZT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Men Tiger Shoes Vostro Sport Black RSo1JnO
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Get Ready For Work And Make A Distinct Style Statement Wearing These Brown Coloured Formal Shoes From Escaro. Featuring Excellent Finish And Sheen, Offering Great Comfort And Oxford Style, These Leather Formal Shoes Also Feature A PU Sole For Great Flexibility.
Brand
Escaro
Product Code
FOOESCARO-MEN-SLIGO1355096CA0B2E3
Style Code
ES1053GN
Heel Length
0.3
Care
Allow your pair of shoes to air on a regular basis. This helps them retain their natural shape; Dry shoes at room temperature only. Excessive exposure to sun, will cause the leather to shrink, wrinkle, harden, dry, and crack. Use shoe bags to prevent any stains or mildew; dust any dry dirt from the surface using a clean cloth.
Color
Brown
Size
UK 6
Material
PU
Type
Formal
Sole Material
PU
Set Contents
1 Pair of Shoe