Belief Propagation in LLM World Models: Measuring Strategic Information Bias with Prediction Markets

Mykola Khandoga, Yevhen Kostiuk, Anton Polishko +4

Every information ecosystem produces beliefs that shape strategic decisions. Both human analysts and AI systems inherit the blind spots of their information sources. We show that L…