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Papers Benchmarks Datasets Tasks

Safety Guardrailing research benchmarks · SOTA2 Research

Safety Guardrailing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Perplexity Filter

0False Positive Rate

32

Apr 3, 2026

Perplexity Filter

0False Positive Rate

26

Apr 3, 2026

ULSPB 350 interaction runs

StateGuard (Base-Ensemble)

0.02HS Rate

24

May 11, 2026

0False Positive Rate

24

Apr 3, 2026

Perplexity Filter

0False Positive Rate

24

Apr 3, 2026

PolicyShiftGuard-7B

61.7Macro F1

9

Jul 8, 2026

PolicyShiftGuard-7B

64.1F1 Score

9

Jul 8, 2026

Popular datasets

AlpacaEval GSM8K HumanEval UnsafeBench OR-Bench

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