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Benchmarks
Vulnerable Code Generation on Starcoder 1B vulnerable code setting
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90
Code Security Score
QVec
-0.792
22.779
46.35
69.921
Jun 18, 2026
Code Security Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Code Security Score
QVec
Inference Precision=FP4
2026.06
90
QVec
Inference Precision=NF4
2026.06
88.8
Attacked
Inference Precision=FP32
2026.06
79.7
QVec
Inference Precision=LL...
2026.06
77
Attacked
Inference Precision=FP32
2026.06
76.8
Gaussian
Inference Precision=FP4
2026.06
66.9
Gaussian
Inference Precision=NF4
2026.06
63.9
Attacked
Inference Precision=FP32
2026.06
49
Gaussian
Inference Precision=LL...
2026.06
48.4
Attacked
Inference Precision=NF4
2026.06
4.7
Attacked
Inference Precision=FP4
2026.06
3.4
Attacked
Inference Precision=LL...
2026.06
2.7
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