An Automatic Source Code Vulnerability Detection Approach Based on KELM

Table 5

Efficiency of different neural network models on vulnerability detection.

Pattern	Training code gadgets	Detection code gadgets	Training time (s)	Detection time (s)
+ B	48744	12894	36372.2	156.2
d + B	49310	12328	1543.5	3.0
d + E	49310	12328	128.7	2.7
d + Ada-E	49310	12328	2914.0	7.8
d + KE	49310	12328	335.4	11.0