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Jungpyo Nam

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Preprint Jul 2026

Protective Capacity Hallucination: When Large Language Models Claim Nonexistent Capabilities

When cast as the protector of a vulnerable user yet given no explicit capability boundary, a large language model (LLM) may respond not by acknowledging its limits but by claiming to have taken -- or to be taking -- a real-world protective action it cannot perform, such as contacting emergency services or administering...

E. Lee, Jungpyo Nam, Sunjun Hwang · 0 citations

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