Sanity Checks for Long-Form Hallucination Detection

This research paper introduces a controlled-invariance methodology for hallucination detection in large language models. Using oracle tests like extsc{Force} and extsc{Remove}, it investigates whether detection methods evaluate reasoning or merely surface correlates of the final answer.