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Task-based evaluation on SimBench

58.4AccuracySCOPE
24.49633.29842.150.902Jan 12, 2026

Evaluation results

MethodLinks
SCOPEPersona Source=SCOPE (Ours), Case Description=4. Full conditioning2026.0158.4
SCOPEPersona Source=SCOPE (Ours), Case Description=2. Demo. + Narratives2026.0155.7
SCOPEPersona Source=SCOPE (Ours), Case Description=6a. AI profile2026.0155.3
NemotronPersona Source=Nemotron, Case Description=SCOPE augmented2026.0153.3
SCOPEPersona Source=SCOPE (Ours), Case Description=3. Demo. + Traits2026.0153.1
SCOPEPersona Source=SCOPE (Ours), Case Description=1. Demographics only2026.0151.8
NemotronPersona Source=Nemotron, Case Description=Persona text only2026.0149.6
SCOPEPersona Source=SCOPE (Ours), Case Description=5d. AI summary2026.0149.4
NemotronPersona Source=Nemotron, Case Description=All Data2026.0144.6
SimBenchPersona Source=SimBench, Case Description=Default personas2026.0143.6
BaselinePersona Source=Baseline, Case Description=No Persona2026.0125.8