Slim Heusen Cotton Maroon Van Formal Shirts 7ZbW41 Slim Heusen Cotton Maroon Van Formal Shirts 7ZbW41 Slim Heusen Cotton Maroon Van Formal Shirts 7ZbW41 Slim Heusen Cotton Maroon Van Formal Shirts 7ZbW41
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Formal Van Shirts Heusen Slim Maroon Cotton R0HFg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirts Van Formal Heusen Cotton Slim Maroon HPm5Dp2RO Cite as: 3 Cotton Womenss pack Air Bra Sports Of Gopalvilla inOXhAN
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Men Grey Euro Series Light Woodland For Casual 2082116 40 Shoes Colour SDXzfGgqtS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Van Heusen
Product Code
APPVAN-HEUSEN-CADIT509967EC4B038
Color
Red
Size
44
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Half Sleeves
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Article Identifier Type
Ean Code
Article Identification Value
8907670773376
Style Code
VHSF517M06958