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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
1mo ago
Reveal (test)
DISCO (MLM+CLR++NT-MLM)
Precision
48.3
42
1mo ago
MoCQ (test)
Combined
True Positives (TP)
292
39
4d ago
PrimeVul (test)
ReVD
F1 Score
68.74
38
1mo ago
Bigvul (test)
Extension
Precision
19.03
30
1mo ago
CASTLE 250-sample benchmark 1.0
VulnScout-C
CASTLE Score
1,068
29
18d ago
PrimeVul Seed: PrimeVul Train (test)
No Aug
Precision
25.93
24
1mo ago
BigVul Seed: Devign (test)
VulScribeR
Precision
11.64
24
1mo ago
PrimeVul
Qwen2.5-32B
F1 Score
67.93
24
1mo ago
IEC61850
SysFuSS
Time (hours)
2
19
1mo ago
Vulnerability Detection Benchmark
DeepSeek-V3.1
Pass@1
60.27
18
1mo ago
Dataset (test)
SemTaint
True Positives
106
18
1mo ago
CodeXGLUE (test)
DISCO
Accuracy
65.8
18
1mo ago
SVEN
LARA
F1 Score
89.5
14
1mo ago
PrimeVul Paired (full)
SecCodePRM
PC Score
93.66
13
1mo ago
SVEN (test)
ReVD
Accuracy
63.72
12
1mo ago
REVEAL Chromium Linux Debian Kernel (test)
DISCO
Precision
0.483
12
1mo ago
PyVul (test)
MULTIVER
Recall
82.7
8
1mo ago
Security Review Benchmark 100-sample Baseline (C0 + SP0)
Perplexity Sonar Pro
C0 Detection Rate
96.1
8
1mo ago
RSD
ReFuzz+Cascade
Execution Time (sec)
13.74
8
1mo ago
MXML
EM-Fuzz
Time (hours)
3
8
1mo ago
Average
Qwen3-14B
Precision
65.08
8
1mo ago
R2Vul
Qwen2.5-Coder-7B-Inst
Precision
100
8
1mo ago
ProSec
Qwen2.5-Coder-7B-Inst
Precision
77.39
8
1mo ago
PCVE dataset
MemVul
True Positives (TP)
285
7
18d ago
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