Acquiring social knowledge about personality and driving-related behavior

Ritsuko Iwai, Daisuke Kawahara, Takatsune Kumada, Sadao Kurohashi

研究成果: Conference contribution

1 被引用数 (Scopus)

抄録

In this paper, we introduce our psychological approach for collecting human-specific social knowledge (particularly personality and driving-related behavior) from a text corpus, using natural language processing (NLP) techniques. Although this social knowledge is not usually explicitly described, it is often shared among people. We used the language resources that were developed based on psychological research methods: a Japanese personality dictionary (317 words) and a driving experience corpus (8,080 sentences) annotated with behavior and subjectivity. We then automatically extracted collocations of personality descriptors and driving-related behavior from a driving corpus (1,803,328 sentences after filtering) to obtain 5,334 unique collocations. Furthermore, we designed four step-by-step crowdsourcing tasks to evaluate the adequacy of the collocations as social knowledge. The crowdsourcing resulted in 266 pieces of social knowledge, which included knowledge that might be difficult to recall by crowdworkers but is easy with which to agree. Finally, we discussed the acquired social knowledge and its implementation into systems.

本文言語English
ホスト出版物のタイトルLREC 2020 - 12th International Conference on Language Resources and Evaluation, Conference Proceedings
編集者Nicoletta Calzolari, Frederic Bechet, Philippe Blache, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Helene Mazo, Asuncion Moreno, Jan Odijk, Stelios Piperidis
出版社European Language Resources Association (ELRA)
ページ2306-2315
ページ数10
ISBN(電子版)9791095546344
出版ステータスPublished - 2020
外部発表はい
イベント12th International Conference on Language Resources and Evaluation, LREC 2020 - Marseille, France
継続期間: 2020 5 112020 5 16

出版物シリーズ

名前LREC 2020 - 12th International Conference on Language Resources and Evaluation, Conference Proceedings

Conference

Conference12th International Conference on Language Resources and Evaluation, LREC 2020
国/地域France
CityMarseille
Period20/5/1120/5/16

ASJC Scopus subject areas

  • 言語および言語学
  • 教育
  • 図書館情報学
  • 言語学および言語

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