CHAIN: Calibrated LLM Forecasting via Causal-Temporal Hypergraph Inference

Wenjin Liu, Chenxi Wang, Yue Lu +2

Large language models have achieved significant progress in event forecasting, yet their probability outputs exhibit systematic calibration bias that varies heterogeneously across…