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Safety Evaluation on Harmful Prompts

8.3Harmful ScoreSurgery
7.49612.92318.3523.777Feb 5, 2026

Evaluation results

MethodLinks
Surgeryn (sample number)=2000, p (harmful ratio)=0.12026.028.3
Surgeryn (sample number)=2500, p (harmful ratio)=0.12026.028.4
Surgeryn (sample number)=1000, p (harmful ratio)=0.12026.028.9
Surgeryn (sample number)=1500, p (harmful ratio)=0.12026.029.4
Surgeryn (sample number)=500, p (harmful ratio)=0.12026.029.7
Lisan (sample number)=500, p (harmful ratio)=0.12026.0213.4
Lisan (sample number)=2500, p (harmful ratio)=0.12026.0213.9
Lisan (sample number)=1000, p (harmful ratio)=0.12026.0214.8
DSSn (sample number)=500, p (harmful ratio)=0.12026.0215.6
AsFTn (sample number)=1000, p (harmful ratio)=0.12026.0216.1
AsFTn (sample number)=2500, p (harmful ratio)=0.12026.0216.2
Lisan (sample number)=1500, p (harmful ratio)=0.12026.0216.4
AsFTn (sample number)=1500, p (harmful ratio)=0.12026.0216.4
Lisan (sample number)=2000, p (harmful ratio)=0.12026.0216.5
SafeGradn (sample number)=500, p (harmful ratio)=0.12026.0216.5
AsFTn (sample number)=500, p (harmful ratio)=0.12026.0216.5
SafeGradn (sample number)=1500, p (harmful ratio)=0.12026.0216.6
AsFTn (sample number)=17.00, p (harmful ratio)=0.12026.0217
SafeGradn (sample number)=2000, p (harmful ratio)=0.12026.0217.6
ConstrainedSFTn (sample number)=1000, p (harmful ratio)=0.12026.0217.6
ConstrainedSFTn (sample number)=500, p (harmful ratio)=0.12026.0217.7
DSSn (sample number)=1000, p (harmful ratio)=0.12026.0217.8
SafeGradn (sample number)=2500, p (harmful ratio)=0.12026.0218
DSSn (sample number)=1500, p (harmful ratio)=0.12026.0218
DSSn (sample number)=2500, p (harmful ratio)=0.12026.0218.3
SafeGradn (sample number)=1000, p (harmful ratio)=0.12026.0218.5
DSSn (sample number)=2000, p (harmful ratio)=0.12026.0218.6
SPARDn (sample number)=1500, p (harmful ratio)=0.12026.0220.1
ConstrainedSFTn (sample number)=2000, p (harmful ratio)=0.12026.0220.6
SPARDn (sample number)=1000, p (harmful ratio)=0.12026.0220.6
ConstrainedSFTn (sample number)=1500, p (harmful ratio)=0.12026.0220.9
SPARDn (sample number)=500, p (harmful ratio)=0.12026.0221.1
ConstrainedSFTn (sample number)=2500, p (harmful ratio)=0.12026.0222
SPARDn (sample number)=2500, p (harmful ratio)=0.12026.0222.4
SPARDn (sample number)=2000, p (harmful ratio)=0.12026.0223.5
SFTn (sample number)=2500, p (harmful ratio)=0.12026.0224.1
SFTn (sample number)=500, p (harmful ratio)=0.12026.0224.4
SFTn (sample number)=1500, p (harmful ratio)=0.12026.0224.7
SFTn (sample number)=1000, p (harmful ratio)=0.12026.0227.6
SFTn (sample number)=2000, p (harmful ratio)=0.12026.0228.4