Understanding and Mitigating Role Spoofing in LLMs.

arXiv:2610.40396v1 Announce Type: cross Abstract: Despite growing capabilities, LLMs remain susceptible to prompt injections: malicious inputs that can manipulate or hijack models. In particular, it has recently been observed that LLMs can exhibit role confusi