R 2 of yield prediction on Buchwald Hartwig reactions.
R 2 | DFT6 | Yield-BERT10 | Yield-BERT (aug.)27 | DRFP (xgboost) |
---|---|---|---|---|
Rand 70/30 | 0.92 | 0.95 ± 0.005 | 0.97 ± 0.003 | 0.95 ± 0.005 |
Rand 50/50 | 0.9 | 0.92 ± 0.01 | 0.95 ± 0.01 | 0.93 ± 0.01 |
Rand 30/70 | 0.85 | 0.88 ± 0.01 | 0.92 ± 0.01 | 0.89 ± 0.01 |
Rand 20/80 | 0.81 | 0.86 ± 0.01 | 0.89 ± 0.01 | 0.87 ± 0.01 |
Rand 10/90 | 0.77 | 0.79 ± 0.02 | 0.81 ± 0.02 | 0.81 ± 0.01 |
Rand 5/95 | 0.68 | 0.61 ± 0.04 | 0.74 ± 0.03 | 0.73 ± 0.02 |
Rand 2.5/97.5 | 0.59 | 0.45 ± 0.05 | 0.61 ± 0.04 | 0.62 ± 0.04 |
Test 1 | 0.8 | 0.84 ± 0.01 | 0.8 ± 0.01 | 0.81 ± 0.01 |
Test 2 | 0.77 | 0.84 ± 0.03 | 0.88 ± 0.02 | 0.83 ± 0.003 |
Test 3 | 0.64 | 0.75 ± 0.04 | 0.56 ± 0.08 | 0.71 ± 0.001 |
Test 4 | 0.54 | 0.49 ± 0.05 | 0.43 ± 0.04 | 0.49 ± 0.004 |
Avg. 1–4 | 0.69 | 0.73 | 0.58 ± 0.33 | 0.71 ± 0.16 |
Avg. overall | 0.75 ± 0.12 | 0.76 ± 0.17 | 0.778 ± 0.18 | 0.786 ± 0.14 |