不同角色的心理多样性对大语言模型群体响应准确性的影响

Can psychologically different roles make a crowd of large language model responses more accurate? We examined demographic personas, cognitive personas, and instructions inspired by the wisdom of the inner crowd. An exploratory reanalysis used six conditions on 15 MARBLES estimation items presented as text or with photographs. We calculated error after aggregating responses and distinguished two comparisons: role-based crowds against neutral responses of the same number, and heterogeneous against homogeneous crowds reconstructed from the same response pools. For text, the 12-response stacked co