Our findings corroborate previous results by Goldman et al. [2] regarding the discrepancy between MIST's fingerprint prediction accuracy and its database retrieval performance. This observation, particularly highlighted through MIST's underperformance on an external test set from the CASMI 2022 challenge, raises questions about the model's generalizability and the nuanced challenges of model evaluation in computational biology.