OracleProto: A Reproducible Framework for Benchmarking LLM Native Forecasting via Knowledge Cutoff and Temporal Masking

Yiding Ma, Chengyun Ruan, Kaibo Huang +2

Large language models are moving from static text generators toward real-world decision-support systems, where forecasting is a composite capability that links information gatherin…