Through our ablation study aimed at discerning the impact of these various features on database retrieval performance, it became apparent that the additional complexity introduced by certain features may not substantively enhance model performance. Notably, the reliance on external tools, such as MAGMa, and the adjustments made in MIST v2.0.0 to remove its dependency on SIRIUS, 6 highlight an important area for continued development.