@inproceedings{yang-etal-2018-extracting,
    title = "Extracting Commonsense Properties from Embeddings with Limited Human Guidance",
    author = "Yang, Yiben  and
      Birnbaum, Larry  and
      Wang, Ji-Ping  and
      Downey, Doug",
    editor = "Gurevych, Iryna  and
      Miyao, Yusuke",
    booktitle = "Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)",
    month = jul,
    year = "2018",
    address = "Melbourne, Australia",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-sig-urls/P18-2102/",
    doi = "10.18653/v1/P18-2102",
    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."
}