EoBench's 19-type, 65,778-item benchmark shows LLMs follow false in-context beliefs more when phrased as imperatives, child-directed speech, formal assertions, or authority appeals, while instruction-tuning and larger scale generally reduce context-following.
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It's Not What You Say, It's How You Say It: Evaluating LLM Responses to Expressions of Belief
EoBench's 19-type, 65,778-item benchmark shows LLMs follow false in-context beliefs more when phrased as imperatives, child-directed speech, formal assertions, or authority appeals, while instruction-tuning and larger scale generally reduce context-following.