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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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Source

http://arxiv.org/abs/2607.13596v1