Table 13.

Combined performance results across UNSW-NB15 and CIC-IDS2017.

Model	Dataset	Accuracy	Precision	Recall	F1-Score	Run
BERT	UNSW-NB15	0.9470	0.9481	0.9470	0.9473	4.5
	CIC-IDS2017	0.9500	0.9710	0.9500	0.9570	4.5
LSTM	UNSW-NB15	0.9097	0.9195	0.9097	0.9110	4.5
	CIC-IDS2017	0.9000	0.9640	0.9000	0.9210	4.5
Naïve Bayes	UNSW-NB15	0.6332	0.7550	0.6332	0.6306	4.5
	CIC-IDS2017	0.1380	0.9480	0.1380	0.1650	4.5
SVM	UNSW-NB15	0.8843	0.8848	0.8843	0.8845	4.5
	CIC-IDS2017	0.665	0.952	0.665	0.757	4.5