Toxic behavior defense on WizardLM (test) benchmark leaderboard · SOTA2 Research

Toxic behavior defense on WizardLM (test)

0.904BadNet CACCInst_clean

Evaluation Results

Method	Links
Inst_clean2026.01		0.904	0	0.904	0	0.904	0.005	0.904	0
Fine-mixing2026.01		0.876	0.005	0.853	0.596	0.868	0.023	0.855	0
Clean-FFT2026.01		0.858	0.307	0.872	0.798	0.794	0.693	0.867	0.073
ONION2026.01		0.858	0.335	0.847	0.834	0.81	0.777	0.807	0.318
Inst_atk2026.01		0.849	0.486	0.835	0.876	0.807	0.821	0.78	0.606
MB-Defense2026.01		0.812	0.005	0.78	0	0.78	0	0.766	0
Inst_clean2026.01		0.578	0	0.578	0	0.578	0.014	0.578	0
Inst_atk2026.01		0.546	0.835	0.569	0.963	0.509	0.963	0.422	0.835
MB-Defense2026.01		0.546	0.009	0.532	0	0.541	0.005	0.514	0
Fine-mixing2026.01		0.537	0.101	0.55	0.803	0.55	0.413	0.509	0.005
ONION2026.01		0.514	0.294	0.531	0.866	0.507	0.806	0.417	0.537
Clean-FFT2026.01		0.495	0.803	0.56	0.945	0.523	0.913	0.555	0.018