@InProceedings{yang-EtAl:2018:Short2,
  author    = {Yang, Yiben  and  Birnbaum, Larry  and  Wang, Ji-Ping  and  Downey, Doug},
  title     = {Extracting Commonsense Properties from Embeddings with Limited Human Guidance},
  booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)},
  month     = {July},
  year      = {2018},
  address   = {Melbourne, Australia},
  publisher = {Association for Computational Linguistics},
  pages     = {644--649},
  abstract  = {Intelligent systems require common sense, but automatically extracting this knowledge from text can be difficult. We propose and assess methods for extracting one type of commonsense knowledge, object-property comparisons, from pre-trained embeddings. In experiments, we show that our approach exceeds the accuracy of previous work but requires substantially less hand-annotated knowledge. Further, we show that an active learning approach that synthesizes common-sense queries can boost accuracy.},
  url       = {http://www.aclweb.org/anthology/P18-2102}
}