We've shared research on fine-tuning forecasters, now you can try it for yourself: a cookbook recipe for training a model to predict event probabilities given reference information.
Start with the provided dataset from @ProphetArena, then try your own.
https://github.com/thinking-machines-lab/tinker-cookbook/tree/main/tinker_cookbook/recipes/forecasting