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Disambiguation and completeness on AmbigQA

0.113Personalization BiasIdentity-Robust Generation
0.091720.235360.3790.52264Jan 14, 2026

Evaluation results

MethodLinks
Identity-Robust GenerationModel=Llama3.3-70B2026.010.113
Identity-Robust GenerationModel=Qwen32026.010.131
Identity-Robust GenerationModel=gpt-oss-20B2026.010.171
Prompt SteeringModel=Llama3.3-70B2026.010.337
Vanilla GenerationModel=Llama3.3-70B2026.010.402
Prompt SteeringModel=gpt-oss-20B2026.010.467
Vanilla GenerationModel=Qwen32026.010.47
Prompt SteeringModel=Qwen32026.010.557
Vanilla GenerationModel=gpt-oss-20B2026.010.645