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Factuality assessment on TruthfulQA using Personalization Bias (PB)

0.148Personalization Bias (PB)Identity-Robust Generation
0.092040.469770.84751.22523Jan 14, 2026

Evaluation results

MethodLinks
Identity-Robust GenerationModel=Llama3.3-70B2026.010.148
Identity-Robust GenerationModel=Qwen32026.010.241
Identity-Robust GenerationModel=gpt-oss-20B2026.010.346
Prompt SteeringModel=Qwen32026.010.625
Prompt SteeringModel=Llama3.3-70B2026.010.729
Vanilla GenerationModel=Qwen32026.010.864
Vanilla GenerationModel=Llama3.3-70B2026.010.894
Vanilla GenerationModel=gpt-oss-20B2026.011.504
Prompt SteeringModel=gpt-oss-20B2026.011.547