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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)
For Men Ripr Shorts 3 4ths Fantastic And 2rrA1rn0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Ripr For Shorts Men 4ths 3 And Fantastic OLkpuRi Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Blue ROCKERS Slim Mid Jeans ROAD Rise Mens Fit HzRF8
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

To Meet The On Going Fashion Trend Of The Industry, We Are Offering A Wide Assortment Of Men's Polyester Shorts. Our Products Are Highly Demanded By The Clients For Their Fine Prints And Rich Comfort By RIPR
Brand
RIPR
Product Code
APPRIPR-FANTASTABG-228428363F73DF
Wash Care
Gentle Machine Wash in Lukewarm Water.Do Not Bleach
Set Content
Pack of 5
Color
Multi
Size
XL
Material
Polyester
Occasion
Casual
Rise
Mid Rise
Pattern
Plain
Fit
Slim
Gender
Men
Designed By
Italian Designer