LLM digital twins of individuals achieve only modest accuracy gains over base models (weak average correlation r=0.20) and exhibit five distortions: insufficient individuation, stereotyping, representation bias, ideological bias, and hyper-rationality.
The spread of true and false news online.Science, 359(6380):1146–1151, 2018
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Continuous-time random walks on networks have large-deviation properties for the number of distinct visited nodes that are governed solely by waiting-time statistics at small times, independent of topology.
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Digital Twins as Funhouse Mirrors: Five Key Distortions
LLM digital twins of individuals achieve only modest accuracy gains over base models (weak average correlation r=0.20) and exhibit five distortions: insufficient individuation, stereotyping, representation bias, ideological bias, and hyper-rationality.
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Network exploration by random walks: A large deviation perspective
Continuous-time random walks on networks have large-deviation properties for the number of distinct visited nodes that are governed solely by waiting-time statistics at small times, independent of topology.