An example of similar historical-event retrieval by SOLACE-KNN for SPE prediction. For a query flare–CME event involving an M-class flare, SOLACE-KNN retrieves the most similar historical events in the learned embedding space. These retrieved events provide case-based evidence for assessing the likelihood and possible intensity of SPE occurrence. For clarity, only two representative retrieved cases are shown.