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When reading narratives, human readers rely on their Theory of Mind (ToM) to infer not only what the characters know from their utterances, but also whether characters are likely to share common ground. As in human conversation, such decisions are not infallible but probabilistic, based on the evidence available in the narrative. By responding on a scale (rather than Yes/No), humans can indicate commitment to their inferences about what characters know (ToM). We use two prompting approaches to explore (i) how well LLM judgments align with human judgments, and (ii) how well LLMs infer the author’s intent from utterances intended to project knowledge in narratives.more » « lessFree, publicly-accessible full text available March 3, 2026
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