World Cup Predictions Expose AI Models' Hidden Weakness: Reputation Bias

This World Cup prediction experiment reveals a critical flaw in large language models: they systematically convert historical reputation into false certainty. Remarkably, expensive flagship models like Claude exhibit the same favorite bias as cheaper alternatives, suggesting that improving prediction reliability requires addressing how all models handle genuine uncertainty—not simply upgrading to premium solutions.