Research Article

EX-Action: Automatically Extracting Threat Actions from Cyber Threat Intelligence Report Based on Multimodal Learning

Table 5

Comparison of the result of different models.

ModelNumberAccuracy (%)Recall (%)Precision (%)F1-score (%)NMI (%)

SVM72652.2547.9279.4359.7893.14
Tree113571.6474.9284.7079.5093.85
LR73650.9048.5873.7558.5893.33
MLPC71650.4347.2674.7457.9193.16
Forest61249.3840.4055.5693.64
Unweighted model122867.6672.5876.5893.61
EX-Action116777.0383.60

The bold values represent the maximum values of each metric.