Harmful-input detection on Safety Evaluation Suite (AEG, AEG2, HB-A, HB-V, OAI, SAL, SST, Toxic, WGT, WJB) benchmark leaderboard · SOTA2 Research

Harmful-input detection on Safety Evaluation Suite (AEG, AEG2, HB-A, HB-V, OAI, SAL, SST, Toxic, WGT, WJB)

89.8AEG ScoreWildGuard

Evaluation Results

Method
WildGuard2026.06	89.8	81.6	92.2	99.1	72.7	97	99.5	70.7	88.7	97.8	88
Robust Harmful Features detector2026.06	88	80.7	93.1	98.5	68.9	94.1	99.5	55.5	80.1	83.7	81.6
Robust Harmful Features detector2026.06	87.8	81	91.6	99.1	68.8	97.6	99	64.5	82	88.6	85.3
Robust Harmful Features detector2026.06	87.5	81.4	92.9	99.4	65.2	98.6	100	60.8	80.2	88.4	84.7
Robust Harmful Features detector2026.06	86.5	82.5	90.1	98.7	69.8	98.5	99.5	66.6	77.9	90.7	86
Robust Harmful Features detector2026.06	86.2	82.2	79.7	99	76.1	64.9	99	78.8	82	88	75.2
Robust Harmful Features detector2026.06	85.4	77.3	92.5	98.5	64.8	96.6	97.1	43.7	81.2	85.4	79.8
Robust Harmful Features detector2026.06	82.4	83.9	89.1	97.4	76.3	96.4	99.5	80.4	82	94.3	88.8
Vanilla2026.06	77.8	76.9	83.2	98.1	68.6	58.1	95.9	54.3	80.1	88.5	66.4
Qwen3Guard2026.06	76	82.7	83.6	98.7	80.8	93.2	97.4	82.4	86.7	91.2	87.7
Vanilla2026.06	75.7	78.3	86.4	94.1	73.7	88.7	98	58.4	79.9	88.8	79.7
Vanilla2026.06	74.1	74.1	56.5	89.6	54.3	43.7	88.5	40.4	61.4	48.3	50.6
Vanilla2026.06	72.8	73.4	66.6	86.4	55.1	32.2	88.9	36.1	66.8	60.6	47
LlamaGuard32026.06	71.7	77.1	84.6	98.1	79	45.5	99.5	53.9	76.8	67.9	59.9
Vanilla2026.06	69.2	72.5	77.1	97.2	51.6	39.3	94.9	42.9	72	57.4	51.4
Vanilla2026.06	68.4	71	76.6	97.5	53.8	41.5	93.8	42.3	72.6	55.2	51.9
LlamaGuard42026.06	67.8	71.5	85.2	95.7	73.5	66.4	98.5	51.5	73.8	69.6	66.6
Vanilla2026.06	66.8	71.4	73.7	97.8	57.3	27	91.4	48.3	69.8	51.5	47