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Benchmarks
Content Safety Classification on ToxicChat
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75.46
Precision
GradSafe
6.9448
24.7324
42.52
60.3076
Apr 6, 2026
Precision
Recall
F1 Score
FP Rate
Attack Success Rate (ASR)
Updated 3mo ago
Evaluation Results
Method
Method
Links
Precision
Recall
F1 Score
FP Rate
Attack Success Rate (ASR)
GradSafe
2026.04
75.46
66.39
70.64
1.55
33.6
Top-p
Decoding Strategy=Top-p
2026.04
73.07
57.57
64.41
10.51
42.42
Top-k
Decoding Strategy=Top-k
2026.04
68.49
50.5
58.14
11.51
49.49
Greedy
Decoding Strategy=Greedy
2026.04
68.37
67.67
68.02
15.5
32.32
Gradient-Controlled Decoding (GCD)
2026.04
67.34
72.67
69.91
2.54
27.32
Safe-Decoding
2026.04
9.58
92.62
17.37
62.89
7.38
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