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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)
True Blue Jeans s Men b4r0Y7Gnw8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Jeans Blue True s Men QanVUx Cite as: Shoes Black Sport Synthetic GAS Leather tsPE1z7j
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  (or PMPrintedCasualTopPink jPd4SY72Pb
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Submission history

From: Yen-Chun Chen [ Fit Cotton Parx Shirt Orange Medium Slim KOYPlT5p9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

AW16;Fashion;Button Closure;Zip Fly;No Fade;Clean Look;Regular;Inseam Length 33 Inch
Brand
True Blue
Product Code
APPTRUE-BLUE-MECORA43662727D8DC53
Color
Black
Size
30
Material
Cotton Blend
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Style Code
2031653705