Murder in the Arboretum: Comparing Character Models to Personality Models

Walker, Marilyn (University of California, Santa Cruz) | Lin, Grace (University of California, Santa Cruz) | Sawyer, Jennifer (University of California, Santa Cruz) | Grant, Ricky (University of California, Santa Cruz) | Buell, Michael (University of California, Santa Cruz) | Wardrip-Fruin, Noah (University of California, Santa Cruz)

AAAI Conferences 

Interactive Narrative often involves dialogue with virtual dramatic characters. In this paper we compare two kinds of models of character style: one based on models derived from the Big Five theory personality, and the other derived from a corpus-based method applied to characters and films from the IMSDb archive. We apply these models to character utterances for a pilot narrative-based outdoor augmented reality game called Murder in the Arboretum . We use an objective quantitative metric to estimate the quality of a character model, with the aim of predicting model quality without perceptual experiments. We show that corpus-based character models derived from individual characters are often more detailed and specific than personality based models, but that there is a strong correlation between personality judgments of original character dialogue and personality judgments of utterances generated for Murder in the Arboretum that use the derived character models.

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