Pastcasting: Forecasting Historical Events with a Vintage LLM

Pastcasting fine-tunes a 13B model with a 1931 training cutoff to test whether LLM forecasting accuracy degrades with temporal distance from training data. The project builds a prediction-market-style benchmark generation pipeline spanning 1931–1977 historical newswire text.