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LLM judges in multi-stakeholder settings suffer from "weighting noise" that gets *worse* as you add more stakeholders, but fixing weights upfront can stabilize the process.
Frontier LLMs still struggle with preference coverage and group fairness when planning travel for multiple users, revealing a critical gap in real-world agent capabilities.
