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Table 2 Influence of hard-threshold activation on the Edit Vector-based model

From: Hard-threshold neural network-based prediction of organic synthetic outcomes

Activation TypeTraining AccuracyValidation AccuracyTest Accuracy
Tanh(Soft)80.0%71.1%70.0%
Step(Hard)72.7%71.5%69.1%
3-Staircase(Hard)76.4%69.3%69.8%
5-Staircase(Hard)78.0%68.9%68.8%
7-Staircase(Hard)80.1%70.0%71.2%
10-Staircase(Hard)80.0%69.8%70.8%