Table 4 The lightweight metrics comparison of Basic Models and the MTLPT model capable of effective prediction.

From: A lightweight transformer based multi task learning model with dynamic weight allocation for improved vulnerability prediction

Method

CNN

RF

MTLPT

Total params

2198666

6626368

1777162

Inference time (seconds)

2.7

31.5

16.1

Memory Consumption (MB)

3.85

316.1

0.31

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