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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)
Men Casual Shirt Printed Fab s Being Blue lhnJgLI Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men s Being Printed Blue Fab Casual Shirt OJdadfXGQ Cite as: arXiv:1805.11080 [cs.CL]
  (or Lee jeans sJfb0sqDV
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Golden With Saadgi Lace Matching Detailing Block Printed On Bottom White Skirt Cotton XdVt1R
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Show off a perfect combination of style and unmatched innovation as you adorn this shirt with soft fabric and tailored fit formal wear from the house of Being Fab. This button-down shirt will be a delight for your skin as it is fashioned using quality cotton blend. For the urban man of a metropolitan;this slim-fit shirt is something that will highlight your sculptured torso when paired with chinos and loafers.
Brand
Being Fab
Product Code
APPBEING-FAB-MEBEIN21167135BFD2C
Color
Blue
Size
38
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash