A domain-specific multi-layer safeguard for educational LLM tutors achieves zero false positives on benign tasks while providing measurable resistance to prompt injection, with explicit trade-offs versus existing guardrails on latency and attack bypass.
Note on the sampling error of the difference between correlated proportions or percent- ages.Psychometrika, 12(2):153–157, 1947
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Evaluating Prompt Injection Defenses for Educational LLM Tutors: Security-Usability-Latency Trade-offs
A domain-specific multi-layer safeguard for educational LLM tutors achieves zero false positives on benign tasks while providing measurable resistance to prompt injection, with explicit trade-offs versus existing guardrails on latency and attack bypass.