Can LLMs Replace Survey Respondents?
Towards Data Science1774 字 (约 8 分钟)
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Large language models (LLMs) can replicate average responses of major household surveys, but they fail to capture the dispersion of responses, leading to a 'mode collapse' where the model's responses are too homogeneous. The paper 'Can LLMs Mimic Household Surveys?' explores this issue and attempts to address it through unlearning techniques, showing some improvement in capturing the variability of human responses.
入选理由：LLMs can accurately replicate average survey responses but fail to capture the diversity of individual responses.
FeaturedArticle#LLMs#Surveys#Mode Collapse#Unlearning Techniques#Artificial Intelligence英文