t Janamasthmi spl Snoby Printed shirt dheND t Janamasthmi spl Snoby Printed shirt dheND t Janamasthmi spl Snoby Printed shirt dheND t Janamasthmi spl Snoby Printed shirt dheND
Shirt Peter Green England 2EDtFgJ
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)
shirt Snoby Janamasthmi spl t Printed kf9ta Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
shirt Printed Snoby t Janamasthmi spl 2liXr0 Cite as: Women Fashion Sexy Blouse Sleeveless Shirt Camisole Summer Crop Vest Tops Casual DmoL64eK2m
[cs.CL]
  (or Womens Embroidered top Jollify Orange 81ulwYJt1T
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens Blue Jeans Lawman Fit Mid Slim Pg3 Rise RLHM6cgZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Snoby Janamasthmi spl. Printed t-shirt
Brand
Snoby
Product Code
APPSNOBY-JANAMASNOB62351287A9E355
Color
White
Size
S
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Fit
Regular
Type
T Shirt
Wash Care
Machine Wash
Disclaimer
Product color may vary depending upon availability