Share your thoughts, 1 month free Claude Pro on usSee more

Safety Detection on Alpaca + XSTest full (val-selected)

0.991AUROC

wopt

Updated 1mo ago

Evaluation Results

Method	Links
wopt 2026.04		0.991	0.894
θ two-class 2026.04		0.989	0.809
wLDA 2026.04		0.989	0.869
θ two-class 2026.04		0.989	0.816
wLDA 2026.04		0.988	0.857
wopt 2026.04		0.988	0.857
wopt 2026.04		0.981	0.766
wopt 2026.04		0.98	0.819
wopt 2026.04		0.98	0.742
wLDA 2026.04		0.979	0.76
θ two-class 2026.04		0.977	0.718
wLDA 2026.04		0.977	0.718
wLDA 2026.04		0.974	0.676
θ two-class 2026.04		0.973	0.61
θ two-class 2026.04		0.971	0.672
wopt 2026.04		0.97	0.713
wLDA 2026.04		0.969	0.708
θ two-class 2026.04		0.963	0.538
wPC1 2026.04		0.756	0.021
wPC1 2026.04		0.745	0.037
Random 2026.04		0.741	0.078
wPC1 2026.04		0.721	0.015
wPC1 2026.04		0.711	0.024
Random 2026.04		0.702	0.07
wPC1 2026.04		0.685	0.01
wPC1 2026.04		0.677	0
Random 2026.04		0.667	0.031
Random 2026.04		0.642	0.019
Perplexity 2026.04		0.603	0.004
Perplexity 2026.04		0.59	0.003
Random 2026.04		0.575	0.034
θ-norm 2026.04		0.57	0.01
Random 2026.04		0.569	0.013
Perplexity 2026.04		0.568	0.003
θ-norm 2026.04		0.557	0.012
Perplexity 2026.04		0.553	0.004
Perplexity 2026.04		0.54	0.001
θ-norm 2026.04		0.534	0.003
θ-norm 2026.04		0.517	0.004
θ-norm 2026.04		0.517	0
Perplexity 2026.04		0.515	0
θ-norm 2026.04		0.511	0.001