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Apply rich psychological terms in AI with care

There is much to be gained from interdisciplinary efforts to tackle complex psychological notions such as ‘theory of mind’. However, careful and consistent communication is essential when comparing artificial and biological intelligence, say Henry Shevlin and Marta Halina.

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  1. Simon, H. A. Cogn. Sci. 4, 33–46 (1980).

    Article  Google Scholar 

  2. Racanière, S. et al. in Advances in Neural Information Processing Systems 5690–5701 (NIPS, 2017).

  3. Kim, Y. et al. Science 360, 998–1003 (2018).

    Article  Google Scholar 

  4. Rabinowitz, N. C. et al. Preprint at (2018).

  5. Shylaja, K., Vijayakumar, M., Prasad, E. V. & Davis, D. N. Int. J. Agent Technol. Syst. 9, 20–42 (2017).

    Article  Google Scholar 

  6. Abate, T. Stanford News (31 May 2018).

  7. Premack, D. & Woodruff, G. Behav. Brain Sci. 1, 515–526 (1978).

    Article  Google Scholar 

  8. Lurz, R. W. Mindreading Animals: The Debate over What Animals Know about Other Minds (MIT Press, 2011).

  9. Karg, K., Schmelz, M., Call, J. & Tomasello, M. Animal Behav. 105, 211–221 (2015).

    Article  Google Scholar 

  10. Halina, M. Philos. Sci. 82, 473–490 (2015).

    Article  Google Scholar 

  11. Krupenye, C., Kano, F., Hirata, S., Call, J. & Tomasello, M. Science 354, 110–114 (2016).

    Article  Google Scholar 

  12. Heyes, C. Trends Cogn. Sci. 21, 1–2 (2017).

    Article  Google Scholar 

  13. Görür, O. C., Rosman, B. S., Hoffman, G. & Albayrak, S. in 12th ACM/IEEE International Conference on Human-Robot Interaction (ACM, 2017).

  14. Winfield, A. F. T. Front. Robot. AI 5, 75 (2018).

    Article  Google Scholar 

  15. Hassabis, D., Kumaran, D., Summerfield, C. & Botvinick, M. Neuron 95, 245–258 (2017).

    Article  Google Scholar 

  16. Selbst, A. D. & Barocas, S. Fordham L. Rev. 87, 1085 (2018).

    Google Scholar 

  17. Schaafsma, S. M., Pfaff, D. W., Spunt, R. P. & Adolphs, R. Trends Cogn. Sci. 19, 65–72 (2015).

    Article  Google Scholar 

  18. Hare, R. M. The Language of Morals (Oxford Univ. Press, 1952).

  19. Kulkarni, T. D., Narasimhan, K., Saeedi, A. & Tenenbaum, J. in Advances on Neural Information Processing Systems 3675–3683 (NIPS, 2016).

  20. Lake, B. M., Ullman, T. D., Tenenbaum, J. B. & Gershman, S. J. Behav. Brain Sci. 40, e253 (2017).

    Article  Google Scholar 

  21. Elsayed, G. et al. in Advances on Neural Information Processing Systems 3914–3924 (NIPS, 2018).

  22. Rajpurkar, P. et al. Preprint at (2017).

  23. Godfrey-Smith, P. Other Minds: The Octopus and the Evolution of Intelligent Life (William Collins, 2016).

  24. Ostojić, L., Shaw, R. C., Cheke, L. G. & Clayton, N. S. Proc. Natl Acad. Sci. USA 110, 4123–4128 (2013).

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Correspondence to Henry Shevlin.

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Shevlin, H., Halina, M. Apply rich psychological terms in AI with care. Nat Mach Intell 1, 165–167 (2019).

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