Current frontier LLMs struggle with genuine prospective forecasting and tend to converge on safe predictions rather than leverage their reasoning capabilities; live benchmarks reveal performance gaps invisible in retrospective evaluations.
Researchers evaluated six frontier LLMs with extended thinking and web search on live FIFA World Cup 2026 predictions before each match occurred, ensuring no data leakage.