Truthful Online Preference Aggregation for LLM Fine-Tuning in Mobile Crowdsourcing

In three linesarXiv paper proposing an online aggregation mechanism to align LLMs with human feedback in mobile crowdsourcing. The system incentivizes truthful preference reporting from strategic workers via a dynamic Bayesian game, reducing regret from O(T) to O(√T) over T time slots.

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