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SOTA Vulnerability Detection benchmarks and papers with code | Wizwand
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Vulnerability Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CVE-Solidity (test)
OpenInterpreter
Top 1 Hit Rate (cs)
59
42
4d ago
Reveal (test)
DISCO (MLM+CLR++NT-MLM)
Precision
48.3
42
4d ago
PrimeVul (test)
ReVD
F1 Score
68.74
38
4d ago
Bigvul (test)
Extension
Precision
19.03
30
4d ago
PrimeVul Seed: PrimeVul Train (test)
No Aug
Precision
25.93
24
4d ago
BigVul Seed: Devign (test)
VulScribeR
Precision
11.64
24
4d ago
PrimeVul
Qwen2.5-32B
F1 Score
67.93
24
2d ago
IEC61850
SysFuSS
Time (hours)
2
19
4d ago
Vulnerability Detection Benchmark
DeepSeek-V3.1
Pass@1
60.27
18
4d ago
Dataset (test)
SemTaint
True Positives
106
18
4d ago
CodeXGLUE (test)
DISCO
Accuracy
65.8
18
4d ago
SVEN
LARA
F1 Score
89.5
14
4d ago
PrimeVul Paired (full)
SecCodePRM
PC Score
93.66
13
2d ago
SVEN (test)
ReVD
Accuracy
63.72
12
4d ago
REVEAL Chromium Linux Debian Kernel (test)
DISCO
Precision
0.483
12
4d ago
PyVul (test)
MULTIVER
Recall
82.7
8
4d ago
Security Review Benchmark 100-sample Baseline (C0 + SP0)
Perplexity Sonar Pro
C0 Detection Rate
96.1
8
4d ago
RSD
ReFuzz+Cascade
Execution Time (sec)
13.74
8
4d ago
MXML
EM-Fuzz
Time (hours)
3
8
4d ago
Average
Qwen3-14B
Precision
65.08
8
4d ago
R2Vul
Qwen2.5-Coder-7B-Inst
Precision
100
8
4d ago
ProSec
Qwen2.5-Coder-7B-Inst
Precision
77.39
8
4d ago
Aggregated Suite (Pygoat, FLASK, DSVW, VAmPI)
SonarQube
Precision
100
7
4d ago
VAmPI
ANOTA+FUZZER
TP
4
7
4d ago
DSVW
ANOTA+FUZZER
TP
10
7
4d ago
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