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📄 ResearchJuly 15, 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 servi...
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