Preference Optimization Drives Monoculture in LLM Prediction Markets

James Begin, Brendan Gho, Suman Muppavarapu +6

Prediction markets rest on the independence of participant errors. As LLM agents become active traders on platforms like Kalshi and Polymarket, we ask: does this independence hold…