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. 2021 Apr 6;7:e443. doi: 10.7717/peerj-cs.443

Table 6. Ensemble-classifiers.

The size of the tf-idf vectors in the tf-idf baseline is n = 100k.

Classifier Training- and test data
s xl s-k xl-k GPT3 Grover
Acc. AUC Acc. AUC Acc. AUC Acc. AUC Acc. AUC Acc. AUC
Baselines
Feature-baseline 0.897 0.964 0.759 0.836 0.927 0.975 0.858 0.932 0.779 0.859 0.692 0.767
tf-idf-baseline 0.855 0.935 0.710 0.787 0.959 0.993 0.915 0.972 0.749 0.837 0.690 0.764
Ensembles
LR sep. 0.877 0.959 0.740 0.831 0.966 0.995 0.920 0.976 0.761 0.844 0.689 0.764
NN sep. 0.918 0.973 0.782 0.877 0.971 0.995 0.924 0.975 0.786 0.862 0.724 0.804
LR super 0.880 0.957 0.714 0.802 0.962 0.991 0.912 0.969 0.754 0.853 0.691 0.783
NN super 0.882 0.957 0.716 0.803 0.961 0.988 0.905 0.965 0.774 0.864 0.716 0.805