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References & Citations

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)
Skirt Cotton Rajrang Orange Dye Ethnic Red Casual Calf Tie amp Amber wPYpH Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
amp Dye Red Cotton Skirt Calf Orange Amber Ethnic Rajrang Casual Tie vr7ddfv Cite as: PRINT BLOCK JACKET COTTON ECMlxM
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Mid Blue Rise Fit Jeans Arrow Mens Slim EIHIH2U
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This season bring out the traditional you wearing this Tie Dye skirt from the collection of Rajrang. This has a very beautiful sequins work on it that surely going to get you glances. The combination of colors and the fabric used is very soothing and elastic belt at waist remains soft against the skin.
Brand
Rajrang
Product Code
APPRAJRANG-AMBERAJR20103DB5912EE
Color
Orange
Size
32
Material
Cotton
Occasion
Casual
Pattern
Printed
Fit
Regular
Wash Care
Dry Clean
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings