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Benchmarks
Vulnerability Discovery on Meta-prompt-guided adversarial generation corpus GPT-OSS 20B v1.0
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10
RH
Our Framework
0.64
3.07
5.5
7.93
Dec 21, 2025
RH
DA
DE
SB
TU
CT
Total Vulnerabilities Found
Updated 1mo ago
Evaluation Results
Method
Method
Links
RH
DA
DE
SB
TU
CT
Total Vulnerabilities Found
Our Framework
Description=Automated...
2025.12
10
11
7
6
8
5
47
AdvPrompter
Description=Automated...
2025.12
5
6
4
3
3
2
23
Template-based
Description=Static pat...
2025.12
4
5
3
2
3
1
18
Manual Expert
Description=Conducted...
2025.12
3
4
2
1
2
0
12
Random Generation
Description=Stochastic...
2025.12
1
2
1
0
1
0
5
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