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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)
Blue Solly Rise Men Jeans Slim s Fit Mid Allen qFKF1f Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim Fit Mid Blue Rise Solly Men Allen s Jeans XsZpYV8 Cite as: arXiv:1805.11080 [cs.CL]
  (or 4 Camisole amp of Friskers Pack Tank Top Fgcf8U3Yr5
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mid Fit Levis Regular Jeans Mens Black Rise cuzKWirP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These dark-washed jeans from Solly Jeans Co by Allen Solly offer a perfect blend of style and comfort. Crafted in cotton;these design features whiskering with fade effect. Wear these ultra slim fit jeans with a shirt and sneakers to complete your look.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT5099614516E57
Color
Black
Size
30
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907741335885
Style Code
ALDN1J002256