Skip to main content
. 2022 Jan 21;1(2):91–97. doi: 10.1039/d1dd00006c

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