Linear Probes Spot LLM Errors LLMs Won’t Admit – A Safety Risk
Researchers show linear probes can flag corrupted context with near‑perfect accuracy, yet the models' confidence scores fail to predict those errors. This mismatch means LLMs can be internally aware of mistakes while still outputting overconfident, wrong answers, complicating real‑time monitoring and safety interventions.