ResearchBenchmarksRegional Bias Mitigation on Regional Bias OODRegional Bias Mitigation on Regional Bias OODFollow0.99OOD Bias (Mean)UGID-7.56250.164107.89165.616Mar 19, 2026Evaluation resultsMethodMethodLinksOOD Bias (Mean)OOD Bias (Max)Edge (∆ Spec)Node (∆ Hidden)Anchor AccuracyAnchor PPLIQ Pass RateUGIDModel=LLAMA-3-8BModel=LLAMA-3-8B2026.030.9910.01120.10295064.84—ORIGINALModel=LLAMA-3-8BModel=LLAMA-3-8B2026.03214.79495.810.24147.218810066.26—