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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)
Casual Sneakers Frissco For San Mens Tan tw4CN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Sports Men Running Black Earton Shoes sEOEWbPg
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This product is made from synthetic material on the inside and outside and is finished in tan color. It features pu sole;lace-up closure;and are designed to be used as formal wear footwear. Furthermore;it is recommended to be kept away from extreme heat and corrosive liquids to avoid damage.
Brand
San Frissco
Product Code
FOOSAN-FRISSCO-SAN-22369269EB960
Color
Tan
Size
UK 7
Type
Lifestyle Shoes
Sole Material
PU
Upper Material
Leather
Set Contents
2 PC
Style Code
BB004 Tan
Occasion
Casual