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. 2026 May 26;17(26):13072–13082. doi: 10.1039/d6sc02352e

Table 2. Zero-shot transfer and fine-tuning performance on the experimental Chemical Education dataset. Top-k structure prediction accuracy (%) is reported for overlap and unseen molecular subsets under different spectral input configurations. External baseline results from prior work21 are shown for reference.

Mode Spectra input Test set Top-1 Top-5 Top-10 Top-100
Alberts21 zero-shot baseline H Full 20.00 31.58 — —
C Full 48.42 66.32 — —
Zero-shot H Overlap 17.71 34.38 41.67 53.12
Unseen 21.54 30.77 36.92 45.38
C Overlap 57.29 70.83 80.21 88.54
Unseen 41.54 62.31 68.46 77.69
C + H Overlap 32.29 53.12 59.38 67.71
Unseen 33.08 45.38 49.23 55.38
Fine-tune H Unseen 55.38 76.15 80.77 90.00
C Unseen 53.08 80.77 84.62 92.31
C + H Unseen 66.15 81.54 86.15 90.77