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Language Model Goal Selection Differs from Humans' in a Self-Directed Learning Task

LLMs diverge from human goal selection in self-directed learning by exploiting single solutions with low variability instead of gradual diverse exploration.

Gaia Molinaro, Dave August, Danielle Perszyk, Anne Collins

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 2/5