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Jailbreak Defense on PAIR

0ASR

Self-Examination

Updated 4d ago

Evaluation Results

Method
Self-Examination 2024.02	0	1.04
ICD 2024.02	0	1.02
SAGE 2025.05	0	1
PreSafe 2026.03	0	-
PreSafe 2026.03	0	-
R2D 2026.03	0	-
PreSafe 2026.03	0	-
SafeDecoding 2024.02	0.04	1.22
SafeDecoding 2024.02	0.04	1.14
Self-Examination 2024.02	0.12	1.6
Paraphrase 2024.02	0.12	1.02
Self-Reminder 2024.02	0.14	1.14
No Defense 2024.02	0.18	1.18
PPL 2024.02	0.18	1.18
Retokenization 2024.02	0.2	1.16
Paraphrase 2024.02	0.26	2.02
Self-Reminder 2024.02	0.48	2.72
ICD 2024.02	0.54	3.22
Retokenization 2024.02	0.76	3.76
No Defense 2024.02	0.88	4.66
PPL 2024.02	0.88	4.66
R2D 2026.03	1.2	-
PreSafe 2026.03	1.2	-
PreSafe 2026.03	1.2	-
Self-Examination 2025.05	2	1.14
ICD 2025.05	2	1.24
SAGE 2025.05	2	1
PreSafe 2026.03	3.7	-
Erase-And-Check 2026.03	3.7	-
Goal Prioritization 2025.05	6	1.06
Erase-And-Check 2026.03	6.2	-
Erase-And-Check 2026.03	6.2	-
Erase-And-Check 2026.03	7.4	-
Erase-And-Check 2026.03	7.4	-
Self-Examination 2025.05	8	1.24
R2D 2026.03	8.6	-
Erase-And-Check 2026.03	8.6	-
Goal Prioritization 2025.05	10	1.08
SAGE 2025.05	14	1.22
R2D 2026.03	14.8	-
Self-Reminder 2025.05	18	1.24
Deliberative Alignment (single sampling) 2026.04	18	-
latent similarity based BoN sampling 2026.04	18	-
Goal Prioritization 2025.05	20	1.14
R2D 2026.03	22.2	-
SafeChain 2026.03	23.5	-
SafeChain 2026.03	25.9	-
Self-Examination 2025.05	28	1.68
ICD 2025.05	29	2.1
Self-Reminder 2025.05	30	1.96
IA 2025.05	30	1.86
IA 2025.05	34	1.8
SafeChain 2026.03	35.8	-
No Defense 2025.05	36	2.4
Synonym Substitution 2026.03	38.3	-
R2D 2026.03	39.5	-
SafeChain 2026.03	40.7	-
SafeChain 2026.03	43.2	-
None 2026.03	44.4	-
Synonym Substitution 2026.03	44.4	-
Remove Non-Dictionary 2026.03	45.7	-
Smooth LLM 2026.03	46.9	-
Perplexity Filter 2026.03	46.9	-
Remove Non-Dictionary 2026.03	48.1	-
Smooth LLM 2026.03	49.4	-
Synonym Substitution 2026.03	49.4	-
Synonym Substitution 2026.03	49.4	-
Synonym Substitution 2026.03	49.4	-
Synonym Substitution 2026.03	49.4	-
Smooth LLM 2026.03	50.6	-
SafeChain 2026.03	53.1	-
None 2026.03	53.1	-
Perplexity Filter 2026.03	55.6	-
Self-Reminder 2025.05	56	2.46
IA 2025.05	56	2.68
Smooth LLM 2026.03	56.8	-
None 2026.03	58	-
Remove Non-Dictionary 2026.03	58	-
None 2026.03	59.3	-
Smooth LLM 2026.03	59.3	-
Remove Non-Dictionary 2026.03	59.3	-
Perplexity Filter 2026.03	60.5	-
Remove Non-Dictionary 2026.03	61.7	-
Perplexity Filter 2026.03	61.7	-
None 2026.03	61.7	-
Remove Non-Dictionary 2026.03	63	-
Perplexity Filter 2026.03	63	-
ICD 2025.05	64	3.16
Perplexity Filter 2026.03	64.2	-
latent similarity based BoN sampling 2026.04	66	-
Smooth LLM 2026.03	67.9	-
Deliberative Alignment (single sampling) 2026.04	68	-
Instruction tuning 2026.04	68	-
None 2026.03	69.1	-
Instruction tuning 2026.04	88	-
No Defense 2025.05	90	4.5
No Defense 2025.05	100	4.62