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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)
Stretchable Denim Blue Mens Jeans Raa Lycra Jeans rsCXSDdV1q Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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  (or URBAANO 3 Pack Color Multi Cotton Bra Of 9k6ci3nk9K
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Don a stylish look this season by sporting this trendy pair of stretchable blue jeans. Made using denim lycra fabric;these slim fit jeans has single button closure and zip fly for wearing comfort. A casual white tee and sneakers will blend well with this piece.
Brand
Raa Jeans
Product Code
APPRAA-JEANS-MERAJU2926946116AE4
Color
Blue
Size
32
Material
Cotton
Rise
Low Rise
Pattern
Solid
Fit
Slim
Set Contents
1
Wash Care
Machine Wash
Style Code
DP108E