ResearchBenchmarksSentiment Polarity Simulation on 1,000 Controversial Topics (unseen)Follow0.782Consistency Correlation (ρ)PRISM-0.009440.196030.40150.60697Dec 22, 2025Evaluation ResultsMethodMethodLinksConsistency Correlation (ρ)MAE (Polarity Error)P-ValuePRISMBackbone=Qwen3-8B-VL,...Backbone=Qwen3-8B-VL, Tuning=Role Conditioned Instruction Tuning (RoleCIT)2025.120.782——BFPMNature=Big Five Person...Nature=Big Five Personality Model2025.120.613—0.05HRANature=Homogeneous Rat...Nature=Homogeneous Rational Agents2025.120.154—0.12RBMNature=Random Behavior...Nature=Random Behavior Model2025.120.021—0.85