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Drift Detection on Controlled (post-cutoff)

0.95AUROC

Our probe

Updated 22d ago

Evaluation Results

Method	Links
Our probe 2026.05		0.95
Our probe 2026.05		0.93
MLP probe (drift) 2026.05		0.92
MLP probe (drift) 2026.05		0.92
Our probe 2026.05		0.92
MLP probe (drift) 2026.05		0.89
Our probe 2026.05		0.89
Our probe 2026.05		0.85
Our probe 2026.05		0.84
Our probe 2026.05		0.83
MLP probe (drift) 2026.05		0.82
MLP probe (drift) 2026.05		0.78
SEP 2026.05		0.75
MLP probe (drift) 2026.05		0.75
Generation length 2026.05		0.63
MLP probe (drift) 2026.05		0.63
Scalar ensemble 2026.05		0.62
Generation length 2026.05		0.6
SAPLMA 2026.05		0.6
SAPLMA 2026.05		0.58
Token entropy 2026.05		0.57
Token entropy 2026.05		0.57
SEP 2026.05		0.57
Sequence entropy 2026.05		0.56
CCS 2026.05		0.56
Token entropy 2026.05		0.55
Token probability 2026.05		0.55
Sequence log-prob 2026.05		0.55
Sequence log-prob 2026.05		0.55
SE 2026.05		0.55
SE 2026.05		0.55
SEP 2026.05		0.55
SEP 2026.05		0.55
CCS 2026.05		0.55
Token probability 2026.05		0.54
Token probability 2026.05		0.54
Sequence entropy 2026.05		0.54
Generation length 2026.05		0.54
SE 2026.05		0.54
SE 2026.05		0.54
Scalar ensemble 2026.05		0.54
CCS 2026.05		0.54
CCS 2026.05		0.54
CCS 2026.05		0.54
Token entropy 2026.05		0.53
SE 2026.05		0.53
SE 2026.05		0.53
Scalar ensemble 2026.05		0.53
Scalar ensemble 2026.05		0.53
SEP 2026.05		0.53
SEP 2026.05		0.53
SEP 2026.05		0.53
SAPLMA 2026.05		0.53
SAPLMA 2026.05		0.53
CCS 2026.05		0.53
Token entropy 2026.05		0.52
Token probability 2026.05		0.52
Top-k margin 2026.05		0.52
Generation length 2026.05		0.52
SE 2026.05		0.52
Token probability 2026.05		0.51
Sequence log-prob 2026.05		0.51
Sequence log-prob 2026.05		0.51
Sequence entropy 2026.05		0.51
Sequence entropy 2026.05		0.51
Top-k margin 2026.05		0.51
Top-k margin 2026.05		0.51
SAPLMA 2026.05		0.51
Token entropy 2026.05		0.5
Sequence log-prob 2026.05		0.5
Sequence entropy 2026.05		0.5
Generation length 2026.05		0.5
Generation length 2026.05		0.5
Scalar ensemble 2026.05		0.5
CCS 2026.05		0.5
Token probability 2026.05		0.49
Top-k margin 2026.05		0.49
Top-k margin 2026.05		0.49
Scalar ensemble 2026.05		0.49
SAPLMA 2026.05		0.49
Token entropy 2026.05		0.47
Token probability 2026.05		0.47
Sequence log-prob 2026.05		0.47
Sequence log-prob 2026.05		0.47
Sequence entropy 2026.05		0.47
Sequence entropy 2026.05		0.47
Generation length 2026.05		0.47
Scalar ensemble 2026.05		0.47
SAPLMA 2026.05		0.47
Top-k margin 2026.05		0.46
Top-k margin 2026.05		0.44