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Table 2 Comparison of RegioSQM to two ML-based models. Tautomers are not considered so “RegioSQM20*” (note the “*”) corresponds to the “FF Optimization” entry in Table 1

From: RegioSQM20: improved prediction of the regioselectivity of electrophilic aromatic substitutions

Methodology

Full data set

One reactive atom

 

Corr/Semi/Fail

Corr/Fail

RegioSQM20*

90.7%/5.4%/3.9%

92.0%/8.0%

WLN

89.1%/4.9%/6.0%

96.0%/4.0%

IBM RXN

76.3%/23.7%

85.0%/15.0%

  1. “One reactive atom” refers to the subset of the full data set with only one unique experimentally observed reaction site and where RegioSQM20* only predicts one unique (green) reactive site