Prompt Embedding Probes (PEP): Hallucination Detection in LLMs from Hidden States

Zakhar Mrykhin, Valentin Malykh

Large language models (LLMs) can generate fluent and useful responses but remain prone to hallucinations. We introduce Prompt Embedding Probes (PEP), a white-box method for answer-…