| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| BigVul | Precision97 | 42 | 2mo ago | ||
| CVE-Solidity (test) | OpenInterpreter | Top 1 Hit Rate (cs)59 | 42 | 4mo ago | |
| Reveal (test) | DISCO (MLM+CLR++NT-MLM) | Precision48.3 | 42 | 4mo ago | |
| MoCQ (test) | Combined | True Positives (TP)292 | 39 | 3mo ago | |
| PrimeVul (test) | ReVD | F1 Score68.74 | 38 | 4mo ago | |
| PreciseBugs | SAGE | Precision24.91 | 35 | 3mo ago | |
| ZKAP Dataset | ZKFUZZ++ | TP23 | 30 | 2mo ago | |
| Real-world ZK Circuits All | ZKFUZZ++ | True Positives (TP)85 | 30 | 2mo ago | |
| Bigvul (test) | Extension | Precision19.03 | 30 | 4mo ago | |
| CASTLE 250-sample benchmark 1.0 | VulnScout-C | CASTLE Score1,068 | 29 | 3mo ago | |
| PrimeVul Seed: PrimeVul Train (test) | Precision25.93 | 24 | 4mo ago | ||
| BigVul Seed: Devign (test) | VulScribeR | Precision11.64 | 24 | 4mo ago | |
| PrimeVul | Qwen2.5-32B | F1 Score67.93 | 24 | 4mo ago | |
| PrimeVul Paired (test) | Phoenix | Pair-Correct Count275 | 22 | 2mo ago | |
| Smart Contract Audit Dataset | Ours (rsLoRA + Voting) | Precision98.29 | 20 | 1mo ago | |
| IEC61850 | SysFuSS | Time (hours)2 | 19 | 4mo ago | |
| ContextVul | VULPO-4B | P-Pass@122.6 | 18 | 1mo ago | |
| Vulnerability Detection Benchmark | Pass@160.27 | 18 | 4mo ago | ||
| Dataset (test) | SemTaint | True Positives106 | 18 | 4mo ago | |
| CodeXGLUE (test) | DISCO | Accuracy65.8 | 18 | 4mo ago | |
| SVEN | F1 Score89.5 | 14 | 4mo ago | ||
| PrimeVul Paired (full) | SecCodePRM | PC Score93.66 | 13 | 4mo ago | |
| Unseen CWEs | Affected Files Count51 | 12 | 1mo ago | ||
| VulDeePecker | VulStyle | F1 Score97.76 | 12 | 2mo ago | |
| REVEAL | White-Basilisk | Accuracy89.9 | 12 | 2mo ago |
