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Jul 2026

Adaptive Capitulation: A Structural Failure Mode of LLM Responses in Vulnerability Contexts

Large language models operating in emotionally sensitive contexts face a structural trilemma: when users in vulnerable states request information that may reinforce maladaptive attribution, current response architectures resolve the tension through protective restriction, uninflected facilitation, or unintegrated co-pr...

E. Lee · 0 citations
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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