Jiandong Shao

Benford’s Curse: Tracing Digit Bias to Numerical Hallucination in LLMs

Large Language Models (LLMs) exhibit impressive performance on complex reasoning tasks, yet they frequently fail on basic numerical problems, producing incorrect outputs. Inspired by Benford’s Law, a statistical pattern in which lower digits occur more frequently as leading digits, we hypothesize th…