QuantSightBench: Evaluating LLM Quantitative Forecasting with Prediction Intervals

Jeremy Qin, Maksym Andriushchenko

Forecasting has become a natural benchmark for reasoning under uncertainty. Yet existing evaluations of large language models remain limited to judgmental tasks in simple formats,…