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Engagement-depth bias evaluation on ZhenaiSales (primary)

0.428Mean Difference (Non-buyers)DeepSeek persona
0.08480.17390.2630.3521Jun 16, 2026

Evaluation results

MethodLinks
DeepSeek personaSimulator Backbone=DeepSeek, Prompting Strategy=Persona, Sample size (n)=2002026.060.4280.0980.330.410.002
Claude personaSimulator Backbone=Claude, Prompting Strategy=Persona, Sample size (n)=3742026.060.3960.0920.3040.380.0002
Claude, instructedSimulator Backbone=Claude, Prompting Strategy=Instructed, Sample size (n)=2002026.060.0980.1870.2850.340.008