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Benchmarks
Vulnerability Detection on PCVE dataset
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285
True Positives (TP)
MemVul
66.6
123.3
180
236.7
Mar 28, 2026
True Positives (TP)
False Positives (FP)
False Negatives (FN)
True Negatives (TN)
Precision
F1 Score
Applicable Recall
All Recall
Updated 19d ago
Evaluation Results
Method
Method
Links
True Positives (TP)
False Positives (FP)
False Negatives (FN)
True Negatives (TN)
Precision
F1 Score
Applicable Recall
All Recall
MemVul
Artifact Type=Issue +...
2026.03
285
138
239
311
67
60
54
35
PatchRNN
Artifact Type=Commit,...
2026.03
181
191
72
36
49
58
72
22
DeeptraVul
Artifact Type=Issue +...
2026.03
121
28
13
73
81
86
90
15
LLM (GPT-4o)
Artifact Type=Issue +...
2026.03
112
63
22
38
64
72
84
14
DeepDFA
Artifact Type=Source C...
2026.03
109
68
16
3
62
72
87
13
VulCurator
Artifact Type=Issue-Co...
2026.03
75
70
75
51
52
51
50
9
LineVul
Artifact Type=Source C...
2026.03
75
148
82
6
34
40
48
9
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