Aug 2026· Nature Human Behaviour· 2 citations· 51 references
Medicine
Abstract
Teaching is a foundational social behaviour that can result from mentally effortful reasoning or cognitively frugal heuristics. When do people use these strategies to teach? Here we investigated this using behavioural experiments and computational modelling with adult participants recruited via Prolific. Experiment 1 (N = 100) revealed robust individual differences: some participants taught by reasoning about a learner's knowledge, consistent with an optimal Bayesian pedagogy model, while others relied on simple heuristics that do not require mentalizing. In two preregistered follow-up experiments, we found that people persist in using heuristics even when they are no longer effective (experiment 2, N = 253, P < 0.001, rank-biserial r = 0.287, 95% confidence interval 0.149-0.419) but that this tendency is pre-empted when inference about a learner's knowledge is scaffolded using an auxiliary task (experiment 3, N = 759, P < 0.001, partial η p 2 = 0 . 107 , 95% confidence interval 0.068-0.148). These results demonstrate sophisticated arbitration between planning and heuristics during teaching and elucidate the more general mechanisms involved in adapting mental effort during social interactions.
Different capacities for mentalization across LLMs are demonstrated, and cognitive computational modeling is highlighted as a formal method for assessing comparative intelligence across humans and machines.
Aamir Sohail, Xintong Zhong, Arkady Konovalov et al.· 0 citations
The model generates the intuitive errors elicited by the bat-and-ball problem and explains why these errors can be seen as byproducts of adaptive cognition, and shows how such judgments can be understood as rational adaptations to the learning environment.
ABSTRACT Metacognition—the capacity to represent and reflect upon our knowledge and its sources—is fundamental for higher cognition and learning. Developmental research suggests that the ability to make explicit metacognitive judgments emerges surprisingly late, not before school age. However, this research has assumed...
M. Meyer, Marina Proft, Jan M. Engelmann et al.· Developmental Science· 0 citations
Avoidance behaviour is fundamental for survival but can become maladaptive in clinical conditions. A large body of literature has accumulated on the dynamics of human avoidance learning. However, current theories and overviews do not provide an exhaustive account of this evidence. In this systematic review, we identify...
Federico Mancinelli, Dominik R. Bach· Neuroscience and Biobehavior...· 0 citations
People increasingly reason with large language models (LLMs), yet complementary capabilities do not guarantee outperforming both components. In a between-subjects study, participants (N=535) solved a 40-item battery of matrix reasoning, mental rotation, syllogisms, and letter-string analogies, unaided or with GPT-5.6-L...
Robin Welsch, Michelle Rausch, Pascal Knierim et al.· 0 citations
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