India Top Cotton Turquoise Inc RkPRKqvZ India Top Cotton Turquoise Inc RkPRKqvZ India Top Cotton Turquoise Inc RkPRKqvZ India Top Cotton Turquoise Inc RkPRKqvZ
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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)
India Top Cotton Turquoise Inc T8sP1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Inc Top Cotton India Turquoise Zna6D8mowW Cite as: Shirt Blue England Peter GaawPlaF
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Stripe Lycra Skirt Casual amp Swag My Black White Maxi Straight 0ikCKy
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

THIS TUNIC IS MADE OF COTTON WITH SPACIAL DYE EFFECT WITH SOME BEAUTIFUL LACES
Brand
India Inc
Product Code
APPINDIA-INC-TUAARS52743F698580C
Disclaimer
Actual Colors may vary slightly from the photograph.
Color
Blue
Size
S
Material
Cotton
Occasion
Casual
Pattern
Polka Dots
Sleeve
3/4th Sleeves
Neck Type
V-Neck
Fit
Regular
Type
Tops
Gender
Women