Conformal prediction (CP), a distribution-agnostic and model-agnostic framework, addresses this problem by replacing point predictions with prediction sets containing all true classes at a ...

I’ve included this in the first graph above, and you can see that the BoE’s forecasts from a few months ago predict this fairly well, as does model 3 (the other models are over-predicting).