Two models fit older planetary observations. What is a strong way to compare their predictive performance?

Answer & explanation

Compare new predictions with measured positions.

Fitting known observations and predicting additional ones are different tests. A discrepancy invites examination of the model and measurements. Agreement provides support within tested conditions rather than final proof.