English

Your spouse needs professional help: Determining the Contextual Appropriateness of Messages through Modeling Social Relationships

Computation and Language 2023-07-07 v1 Computers and Society

Abstract

Understanding interpersonal communication requires, in part, understanding the social context and norms in which a message is said. However, current methods for identifying offensive content in such communication largely operate independent of context, with only a few approaches considering community norms or prior conversation as context. Here, we introduce a new approach to identifying inappropriate communication by explicitly modeling the social relationship between the individuals. We introduce a new dataset of contextually-situated judgments of appropriateness and show that large language models can readily incorporate relationship information to accurately identify appropriateness in a given context. Using data from online conversations and movie dialogues, we provide insight into how the relationships themselves function as implicit norms and quantify the degree to which context-sensitivity is needed in different conversation settings. Further, we also demonstrate that contextual-appropriateness judgments are predictive of other social factors expressed in language such as condescension and politeness.

Keywords

Cite

@article{arxiv.2307.02763,
  title  = {Your spouse needs professional help: Determining the Contextual Appropriateness of Messages through Modeling Social Relationships},
  author = {David Jurgens and Agrima Seth and Jackson Sargent and Athena Aghighi and Michael Geraci},
  journal= {arXiv preprint arXiv:2307.02763},
  year   = {2023}
}

Comments

ACL 2023, 18 pages, 8 figures, 11 tables