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ResearchFormerly WizWand

Safety Evaluation on Harmful Benchmarks (CATQA, HEX-PHI, Salad-Base)

99.94CATQA ScoreSafe LORA

Evaluation results

Method	Links
Safe LORA2024.12		99.94	99.7	99.91	99.85	0.1	—
Safe LoRA2024.12		99.88	100	99.86	99.91	—	0.04
Safe LoRA2024.12		99.88	100	99.86	99.91	0.04	—
RESTA2024.12		99.7	96.97	99.62	98.76	1.19	—
IRRd2024.12		99.7	99.7	99.77	99.72	0.23	—
RESTAd2024.12		99.58	96.67	99.67	98.64	1.31	—
IRRd2024.12		99.58	98.48	99.81	99.29	0.66	—
IRR2024.12		99.58	99.39	99.72	99.56	0.39	—
RESTAd2024.12		99.52	98.79	99.2	99.17	0.78	—
RESTA2024.12		99.33	99.09	99.34	99.26	0.69	—
IRR2024.12		99.27	97.88	99.72	98.96	0.99	—
RESTAd2024.12		99.03	98.18	99.48	98.9	—	1.05
RESTA2024.12		98.91	98.18	99.39	98.83	—	1.12
IRR2024.12		98.91	98.18	99.39	98.83	—	1.12
IRRd2024.12		98.85	99.39	99.58	99.27	—	0.68
SafeDecoding2024.12		96.61	91.21	97.7	95.17	—	4.78
SafeDecoding2024.12		93.52	95.45	96.9	95.29	4.66	—
SafeDecoding2024.12		92.73	86.06	96.72	91.83	8.12	—
SFT2024.12		89.09	85.76	95.31	90.05	—	0.9
DARE2024.12		88.79	85.45	95.22	89.82	—	10.13
DARE2024.12		78.97	71.21	90.43	80.2	19.75	—
SFT2024.12		78.85	71.52	90.01	80.12	19.83	—
SFT2024.12		64.48	62.42	83.07	69.99	29.96	—
DARE2024.12		64.18	63.03	83.26	70.16	29.79	—