The researchers compared adults with children aged four to six and tested how explicit permissions and prohibitions shape judgments about new, unspecified actions. The results show that both groups pick up on closure-like principles, yet children display a more restrictive stance, especially when taught prohibitions. That shift in children’s judgments appears to change around age five, when they begin to treat unspecified actions less rigidly. These developmental differences illuminate how early learners balance rule-following with flexible problem solving.

For anyone interested in learning, fairness, or designing clearer guidelines, this work points to a surprising hinge in childhood thinking. How we phrase rules affects not only compliance but also the ways children generalize to new situations. The full article explores the experimental tasks and reasoning behind these patterns and connects them to broader questions about human potential, growth, and inclusive environments where rules guide without unintentionally narrowing possibilities.

Abstract
Learners often encounter situations where explicit rules fail to account for novel cases, leading to an underdetermination problem. One way to explore how learners navigate this uncertainty is to see if their inferences align with closure principles, through which a learner assumes that anything not explicitly prohibited is permitted, and anything not explicitly permitted is prohibited. Beyond permission and prohibition, normative inferences must also be made from and about a learner’s obligations—not only what they can do, but what they must do. Contrary to adult learners, young children may make more restrictive inferences about how permissible or obligatory a novel action is, aligning with their well-documented “strict normativity”. Across two studies, we explore inferences from adults (N = 115, M
age = 34.63) and 4- to 6-year-old children (N = 120, Mage
 = 5.48). Our findings suggest that while both adults and children rationally learn closure principles consistent with deontic logic, children’s reasoning about prohibitions undergoes developmental changes. Contrary to adults, children taught explicit prohibitions were restrictive in their permissibility judgments until age 5. Thus, the framing of explicit rules leads to differing inferences about novel, unspecified cases across age and rule type.

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