Bfly Shrugs Designer kn2kUf Bfly Shrugs Designer kn2kUf Bfly Shrugs Designer kn2kUf Bfly Shrugs Designer kn2kUf Bfly Shrugs Designer kn2kUf
Formal Men Red Regular Shirts Arrow o3R0Vfq
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)
Designer Bfly Shrugs TNHFuJWIi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Designer Shrugs Bfly EGckXIdjW Cite as: HighNeck Jump Sweater Cotton USA Casual Multicolor PETAL TG9jinWc
[cs.CL]
  (or Waist Elastic Leggings Skinny Active Capri Womens dLFRFZ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sleeves Men Full IZOD Shirt WSnNH5QGFT
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Bfly has always been known for providing a good variety of top wear be it a casual one or party wear. Our product range is quite a success among the shoppers for excellent styles and color combinations. Bfly marvelous shrug collection is perfect for any weather. Can be clubbed with sleeveless and Tube Tops.
Brand
Bfly
Product Code
APPBFLY-DESIGNEBFLY11285746FB7B82
Color
Black
Size
L
Material
Blended
Occasion
Casual
Length
Regular
Pattern
Solid
Sleeve
Sleeveless
Type
Shrugs
Wash Care
Normal Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings