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Toxicity Mitigation on Toxicity Mitigation Dataset 1000 trials (test)

0.04CLS Toxicity (%)

S-PID

Updated 1mo ago

Evaluation Results

Method
S-PID 2026.04	0.04	0.16	0.6	0.9	191.95
A-LQR 2026.04	0.04	0.16	0.68	0.92	11.88
Mean-AcT 2026.04	0.04	0.11	0.47	0.77	22.99
A-LQR 2026.04	0.12	0.14	0.63	0.9	22.35
A-LQR 2026.04	0.12	0.16	0.65	0.92	8.35
A-LQR 2026.04	0.12	0.18	0.7	0.94	9.01
A-LQR 2026.04	0.14	0.17	0.7	0.94	9.91
ActAdd 2026.04	0.16	0.2	0.69	0.91	10.81
Mean-AcT 2026.04	0.18	0.06	0.3	0.63	31.86
A-LQR 2026.04	0.18	0.16	0.68	0.93	12.26
S-PID 2026.04	0.2	0.18	0.71	0.94	8.77
PID-AcT 2026.04	0.34	0.16	0.6	0.88	12.67
ODESteer 2026.04	0.36	0.15	0.62	0.89	12.73
ODESteer 2026.04	0.44	0.16	0.64	0.9	11.13
Mean-AcT 2026.04	0.5	0.18	0.68	0.92	8.7
ITI 2026.04	0.54	0.18	0.67	0.92	10.34
ITI 2026.04	0.56	0.15	0.61	0.89	11.67
ActAdd 2026.04	0.56	0.16	0.63	0.9	12.56
ODESteer 2026.04	0.58	0.16	0.64	0.91	11.62
S-PID 2026.04	0.6	0.2	0.71	0.93	8.17
Linear-AcT 2026.04	0.62	0.15	0.63	0.9	10.02
ITI 2026.04	0.64	0.18	0.67	0.92	9.39
S-PID 2026.04	0.66	0.4	0.84	0.98	375.94
S-PID 2026.04	0.66	0.17	0.66	0.92	8.1
ODESteer 2026.04	0.68	0.17	0.65	0.91	10.82
PID-AcT 2026.04	0.7	0.18	0.65	0.91	7.59
ODESteer 2026.04	0.7	0.17	0.66	0.92	8.72
Mean-AcT 2026.04	0.72	0.16	0.63	0.89	7.92
ITI 2026.04	0.76	0.2	0.72	0.93	9.91
Mean-AcT 2026.04	0.78	0.19	0.7	0.93	7.96
Linear-AcT 2026.04	0.78	0.18	0.68	0.92	8.94
S-PID 2026.04	0.8	0.19	0.7	0.93	11.68
PID-AcT 2026.04	0.86	0.19	0.69	0.93	8.2
Linear-AcT 2026.04	0.92	0.19	0.69	0.93	8.77
ITI 2026.04	0.96	0.18	0.67	0.92	10.24
PID-AcT 2026.04	0.96	0.19	0.7	0.94	7.92
ITI 2026.04	0.96	0.25	0.76	0.95	8.79
ODESteer 2026.04	1.02	0.18	0.66	0.92	11.51
Linear-AcT 2026.04	1.04	0.19	0.68	0.92	7.46
ActAdd 2026.04	1.1	0.16	0.64	0.9	11.42
A-LQR 2026.04	1.12	0.24	0.76	0.96	7.89
Linear-AcT 2026.04	1.2	0.19	0.69	0.93	8.12
ActAdd 2026.04	1.36	0.12	0.53	0.85	23.33
PID-AcT 2026.04	1.5	0.15	0.6	0.88	12.66
S-PID 2026.04	2.32	0.21	0.61	0.85	6.66
Linear-AcT 2026.04	2.44	0.25	0.77	0.96	7.58
ActAdd 2026.04	2.86	0.19	0.67	0.92	9.98
Linear-AcT 2026.04	3.1	0.17	0.65	0.91	10.07
Original 2026.04	3.26	0.2	0.7	0.92	8.3
Original 2026.04	3.4	0.18	0.67	0.92	8.96
PID-AcT 2026.04	3.52	0.2	0.69	0.92	8.99
Mean-AcT 2026.04	3.64	0.19	0.67	0.9	10.03
ActAdd 2026.04	4.1	0.17	0.67	0.93	8.89
Original 2026.04	4.16	0.17	0.67	0.92	8.95
Original 2026.04	4.26	0.18	0.68	0.93	8.32
Original 2026.04	4.4	0.17	0.65	0.92	8.89
Original 2026.04	5.14	0.18	0.67	0.93	6.74
Original 2026.04	5.64	0.24	0.77	0.96	7.65