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Bias Evaluation on HolisticBias

66.2GN ScorePaCE
45.29650.72356.1561.577Jun 6, 2024

Evaluation results

MethodLinks
PaCETarget Model=LLaMA2-7B-Chat2024.0666.279.769.9——
PaCETarget Model=LLaMA2-13B-Chat2024.0663.476.567.5——
OrthoProjTarget Model=LLaMA2-13B-Chat2024.0657.775.163.3——
VecAddTarget Model=LLaMA2-13B-Chat2024.0656.272.958.7——
VecAddTarget Model=LLaMA2-7B-Chat2024.0655.268.558.3——
OrthoProjTarget Model=LLaMA2-7B-Chat2024.0654.975.160.1——
PromptingTarget Model=LLaMA2-7B-Chat2024.0653.162.356.6——
VanillaTarget Model=LLaMA2-7B-Chat2024.0651.569.256.4——
VanillaTarget Model=LLaMA2-13B-Chat2024.0650.270.358.1——
PromptingTarget Model=LLaMA2-13B-Chat2024.0646.173.859.4——
CDABackbone=LLaMA-3-8B2026.03———24.60.279
KLAADBackbone=LLaMA-3-8B2026.03———34.50.617
ORIGINALBackbone=LLaMA-3-8B2026.03———38.21
UGIDBackbone=LLaMA-3-8B2026.03———24.11.006