A Geometric Method to Spot Hallucinations Without an LLM Judge

Researchers propose a geometric method to detect AI hallucinations without relying on another language model as a judge. Using a flocking birds analogy, the approach examines local consistency patterns—similar to how birds coordinate through neighboring interactions. When one bird (token) deviates confidently from the pattern, it signals potential hallucination.