SEP 10, 2026 · PREPRINT
When Noise Fabricates Bias: The Fragility of LLM-as-a-Judge Bias Measurement under Noisy Text
arXiv
An unreviewed computational study demonstrating a real methodological vulnerability in LLM-based bias measurement, but without clinical or real-world validation and limited to a specific technical problem.
Reported
Sample size3822
Noise conditions appliedfive realistic noise conditions at multiple…
Asymmetry ratio (neutral-to-biase…up to 120x