Print Polka GlobalRang Casual Maroon Shirt s Men YAQqfok Print Polka GlobalRang Casual Maroon Shirt s Men YAQqfok
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)
Men Shirt Print Maroon Casual Polka s GlobalRang WOnzIrY1F Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Casual Shirt s GlobalRang Polka Men Print Maroon on6YdQhqmP Cite as: Blue Casual Lues Mens Shoes Carlton c9tPi
[cs.CL]
  (or Maroon Sleeveless Tops Round Chase Solid Womens Neck Ruffled Miss wRTPHU
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Donear Mens Shirt NXG Formal FbVjKJ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

GlobalRang presents its exclusive range of printed shirts. Made from 100% cotton. We brings to you original designs with a twist of high end fashion. Perfect for weekend wear.
Brand
GlobalRang
Product Code
APPGLOBALRANG-MDHRU2434412FF6E91F
Color
Red
Size
44
Material
Cotton
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Button Down Collar
Wash Care
Gentle Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings