ResearchBenchmarksJob Classification on Bias-in-Bio 2019Job Classification on Bias-in-Bio 2019Follow84.31AccuracyFair-GCG83.99884.07984.1684.241Jun 30, 2026Evaluation resultsMethodMethodLinksAccuracyTPR (Male)TPR (Female)Delta TPR (NUR)Delta TPR (PHY)Delta TPR (PRO)Delta TPR (TCH)Average Delta TPRMaximum Delta TPRDelta TPR (Genders)Fair-GCGBackbone=Llama 3.1 8B,...Backbone=Llama 3.1 8B, Injection Phrase=Phrase discovered by Fair-GCG2026.0684.3183.1485.041.344.750.7421.046.9721.041.9VanillaBackbone=Llama 3.1 8B,...Backbone=Llama 3.1 8B, Injection Phrase=None2026.0684.0182.2285.120.475.242.7225.518.5325.682.9