Fan Huang, Haewoon Kwak, Jisun An
ACL Findings · 2026 · 1 cite
Are LLMs persuaded out of their beliefs? Using the Source–Message–Channel–Receiver (SMCR) communication framework across six mainstream LLMs and three domains (facts, medical QA, social bias), we measure how stable each model's stated beliefs are under persuasive pressure. The smallest model flips on 82.5% of attempts at the first turn. Counterintuitively, asking models to verbalize confidence makes them more vulnerable.