2025
Simple Factuality Probes Detect Hallucinations in Long-Form Natural Language Generation
EMNLP 2025
Large language models (LLMs) often mislead users with confident hallucinations. Current approaches to detect hallucination require many samples from the LLM generator, which is computationally infeasible as frontier model sizes and generation lengths continue to grow. We present a remarkably simple