SLALOM uses phase constraints called gates and dynamic time warping to quantitatively measure whether simulated social trajectories follow empirically plausible paths instead of just reaching correct end states.
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Societal-scale LLM agent simulations for policy need three preconditions: avoid neutral treatment of marginalized population simulations, require population participation, ensure accountability, plus development and deployment reports.
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SLALOM: Simulation Lifecycle Analysis via Longitudinal Observation Metrics for Social Simulation
SLALOM uses phase constraints called gates and dynamic time warping to quantitatively measure whether simulated social trajectories follow empirically plausible paths instead of just reaching correct end states.
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We Need Strong Preconditions For Using Simulations In Policy
Societal-scale LLM agent simulations for policy need three preconditions: avoid neutral treatment of marginalized population simulations, require population participation, ensure accountability, plus development and deployment reports.