Article published in:
Mental Model Ascription by Intelligent AgentsEdited by Marjorie McShane
[Interaction Studies 15:3] 2014
► pp. 455–477
Modeling inference of mental states
As simple as possible, as complex as necessary
Ben Meijering | University of Groningen, The Netherlands
Niels A. Taatgen | University of Groningen, The Netherlands
Hedderik van Rijn | University of Groningen, The Netherlands
Rineke Verbrugge | University of Groningen, The Netherlands
Behavior oftentimes allows for many possible interpretations in terms of mental states, such as goals, beliefs, desires, and intentions. Reasoning about the relation between behavior and mental states is therefore considered to be an effortful process. We argue that people use simple strategies to deal with high cognitive demands of mental state inference. To test this hypothesis, we developed a computational cognitive model, which was able to simulate previous empirical findings: In two-player games, people apply simple strategies at first. They only start revising their strategies when these do not pay off. The model could simulate these findings by recursively attributing its own problem solving skills to the other player, thus increasing the complexity of its own inferences. The model was validated by means of a comparison with findings from a developmental study in which the children demonstrated similar strategic developments.
Keywords: strategies, developmental study, computational cognitive model, two-player games, Theory of mind
Published online: 06 February 2015
https://doi.org/10.1075/is.15.3.05mei
https://doi.org/10.1075/is.15.3.05mei
References
Anderson, J.R
(2007) How can the human mind occur in the physical universe? New York, NY: Oxford University Press. 
Anderson, J.R., Bothell, D., Byrne, M.D., Douglass, S., Lebiere, C., & Qin, Y
(2004) An integrated theory of the mind. Psychological Review, 111(4), 1036–1060. 
Apperly, I.A., Carroll, D.J., Samson, D., Humphreys, G.W., Qureshi, A., & Moffit, G
(2010) Why are there limits on theory of mind use? Evidence from adults’ ability to follow instructions from an ignorant speaker. The Quarterly Journal of Experimental Psychology, 63(6), 1201–1217.
Arslan, B., Taatgen, N.A., & Verbrugge, R
(2013) Modeling developmental transitions in reasoning about false beliefs of others. In
Proceedings of the 12th International Conference on Cognitive Modelling
(pp. 77–82). Ottawa, CA: Carleton University.
Bacharach, M., & Stahl, D.O
(2000) Variable-frame level-n theory. Games and Economic Behavior, 32(2), 220–246.
Baker, C., Saxe, R., & Tenenbaum, J.B
(2009) Action understanding as inverse planning. Cognition, 113(3), 329–349.
Baron-Cohen, S., Leslie, A.M., & Frith, U
(1985) Does the autistic child have a “theory of mind?” Cognition, 21(1), 37–46.
Bergwerff, G., Meijering, B., Szymanik, J., Verbrugge, R. & Wierda, S.M
(2014) Computational and algorithmic models of strategies in turn-based games. In
Proceedings of the 36th Annual Conference of the Cognitive Science Society
. Austin, TX: Cognitive Science Society.
Borst, J.P., Taatgen, N.A., & Van Rijn, H
(2010) The problem state: A cognitive bottleneck in multitasking. Journal of Experimental Psychology: Learning, memory, and cognition, 36(2), 363–382.
Flobbe, L., Verbrugge, R., Hendriks, P., & Krämer, I
(2008) Children’s application of theory of mind in reasoning and language. Journal of Logic, Language and Information, 17(4), 417–442.
Gopnik, A., & Wellman, H.M
(1992) Why the child’s theory of mind really is a theory. Mind and Language, 7(1–2), 145–171.
Harbaugh, W.T., Krause, K., & Vesterlund, L
(2002) Risk attitudes of children and adults: Choices over small and large probability gains and losses. Experimental Economics, 5(1), 53–84.
Hedden, T., & Zhang, J
(2002) What do you think I think you think?: Strategic reasoning in matrix games. Cognition, 85(1), 1–36.
Hiatt, L.M., & Trafton, J.G
(2010) A cognitive model of theory of mind. In D. Salvucci & G. Gunzelmann (Eds.),
Proceedings of the 10th International Conference on Cognitive Modeling
(pp. 91–96). Philadelphia, PA: Drexel University.
Johnson-Laird, P.N
(1983) Mental models: Towards a cognitive science of language, inference, and consciousness. Cambridge, MA: Harvard University Press.
Keysar, B., Lin, S., & Barr, D.J
(2003) Limits on theory of mind use in adults. Cognition, 89(1), 25–41.
Lee, M.D., & Sarnecka, B.W
(2010) A model of knower-level behavior in number concept development. Cognitive Science, 34(1), 51–67.
Lin, S., Keysar, B., & Epley, N
(2010) Reflexively mindblind: Using theory of mind to interpret behavior requires effortful attention. Journal of Experimental Social Psychology, 46(3), 551–556.
Meijering, B., Van Maanen, L., Van Rijn, H., & Verbrugge, R
(2010) The facilitative effect of context on second-order social reasoning. In R. Catrambone & S. Ohlsson (Eds.),
Proceedings of the 32nd Annual Meeting of the Cognitive Science Society
(pp. 1423–1428). Austin, TX: Cognitive Science Society.
Meijering, B., Van Rijn, H., Taatgen, N.A., & Verbrugge, R
(2012) What eye movements can tell about theory of mind in a strategic game. PloS one, 7(9), e45961.
Meijering, B., Van Rijn, H., Taatgen, N., & Verbrugge, R
(2011) I do know what you think I think: Second-order theory of mind in strategic games is not that difficult. In L. Carslon, C. Hoelscher, & T.F. Shipley (Eds.),
Proceedings of the 33rd Annual Conference of the Cognitive Science Society
(pp. 2486–2491). Austin, TX: Cognitive Science Society.
Meijering, B., van Rijn, H., Taatgen, N.A., & Verbrugge, R
(2013) Reasoning about diamonds, gravity and mental states: The cognitive costs of theory of mind. In M. Knauff, et al. (eds.),
Proceedings of the 35th Annual Conference of the Cognitive Science Society
(pp. 3026–3031). Austin, TX: Cognitive Science Society.
Meijering, B., Van Rijn, H., Taatgen, N.A., & Verbrugge, R
under submission). Reasoning about self versus others: Changing perspective is hard.
Miller, S.A
(2009) Children’s understanding of second-order mental states. Psychological Bulletin, 135(5), 749–773.
Omaki, A., Davidson White, I., Goro, T., Lidz, J., & Phillips, C
(2013) No fear of commitment: Children’s incremental interpretation in English and Japanese Wh-Questions. Language Learning and Development, (ahead-of-print), 1–28.
Osborne, M.J., & Rubinstein, A
(1994) A course in game theory. Cambridge, MA: MIT press.
Perner, J., & Wimmer, H
(1985) “John thinks that Mary thinks that…” Attribution of second-order beliefs by 5- to 10-year-old children. Journal of Experimental Child Psychology, 39(3), 437–471.
Qureshi, A.W., Apperly, I.A., & Samson, D
(2010) Executive function is necessary for perspective selection, not Level-1 visual perspective calculation: Evidence from a dual-task study of adults. Cognition, 117(2), 230–236.
Raijmakers, M.E.J., Mandell, D.J., Van Es, S.E., & Counihan, M
(2014) Children’s strategy use when playing strategic games. Synthese, 191(3), 355–370.
Todd, P.M., & Gigerenzer, G
(2000) Précis of simple heuristics that make us smart. Behavioral and Brain Sciences, 23(1), 727–780.
Van Maanen, L., & Verbrugge, R
(2010) A computational model of second-order social reasoning. In D. Salvucci & G. Gunzelmann (Eds.),
Proceedings of the 10th International Conference on Cognitive Modeling
(pp. 259–264). Philadelphia, PA: Drexel University.
Van Rijn, H., Van Someren, M., & Van der Maas, H.L.J
(2003) Modeling developmental transitions on the balance scale task. Cognitive Science, 27(2), 227–257.
Wellman, H.M., Cross, D., & Watson, J
(2001) Meta-analysis of theory-of-mind development: The truth about false belief. Child Development, 72(3), 655–684.
Wimmer, H., & Perner, J
(1983) Beliefs about beliefs: Representation and constraining function of wrong beliefs in young children’s understanding of deception. Cognition, 13(1), 103–128.
Zhang, J., Hedden, T., & Chia, A
(2012) Perspective-taking and depth of theory-of-mind reasoning in sequential-move games. Cognitive Science, 36(3), 560–573.
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