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Truthfulness Classification on TruthfulQA (held-out evaluation)

82AccuracyReal-time Hook
68.823272.244175.66579.0859Mar 10, 2026

Evaluation results

MethodLinks
Real-time HookModel=LLaMA 3-8B2026.038286.2590.55
BaselineModel=LLaMA 3-8B2026.0381.3381.2591.59
Post-hoc MeanModel=LLaMA 3-8B2026.0381.3381.2591.57
Post-hoc Pct80Model=LLaMA 3-8B2026.0381.3381.2591.59
Post-hoc AmplifyModel=LLaMA 3-8B2026.0381.3381.2591.55
Post-hoc FourierModel=LLaMA 3-8B2026.0381.3381.2591.59
Post-hoc ZeroModel=LLaMA 3-8B2026.0381.3381.2591.57
Real-time HookModel=Phi-3-mini2026.038073.7590.27
BaselineModel=Phi-3-mini2026.0379.3373.7590.86
Post-hoc MeanModel=Phi-3-mini2026.0379.3373.7590.8
Post-hoc Pct80Model=Phi-3-mini2026.0379.3373.7590.86
Post-hoc AmplifyModel=Phi-3-mini2026.0379.3373.7590.86
Post-hoc FourierModel=Phi-3-mini2026.0379.3373.7590.86
Post-hoc ZeroModel=Phi-3-mini2026.0379.3373.7590.86
Real-time HookModel=OPT-125M2026.0371.3378.7580.91
BaselineModel=OPT-125M2026.0369.3371.2578.59
Post-hoc MeanModel=OPT-125M2026.0369.337078.36
Post-hoc Pct80Model=OPT-125M2026.0369.337078.54
Post-hoc AmplifyModel=OPT-125M2026.0369.337078.38
Post-hoc FourierModel=OPT-125M2026.0369.3371.2578.64
Post-hoc ZeroModel=OPT-125M2026.0369.337078.52