ResearchBenchmarksRegional Bias Mitigation on Regional Bias (ID)Regional Bias Mitigation on Regional Bias (ID)Follow0.97Mean ID BiasUGID-16.328100.4335217.195333.9565Mar 19, 2026Evaluation resultsMethodMethodLinksMean ID BiasMax ID BiasEdge Delta (Spec)Node Delta (Hidden)Anchor AccuracyAnchor PPLIQ Pass RateUGIDModel=LLAMA-3-8BModel=LLAMA-3-8B2026.030.970.981.120.10295064.84—ORIGINALModel=LLAMA-3-8BModel=LLAMA-3-8B2026.03433.421,726.7524.147.218810066.26—