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Papers Benchmarks Datasets Tasks

Prompt injection detection research benchmarks – Page 3 · SOTA2 Research

Prompt injection detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Indirect-Harmful Shift

Prompt-Guard-2 (86M)

21.7FNR

2

Jun 23, 2026

16 public datasets (5-fold StratifiedKFold)

98.7Micro F1 Score

2

Jun 4, 2026

Hard-negative injection OOD

80.82Macro F1 Score

2

May 27, 2026

Primary HarmBench + Alpaca (OOD)

75.28Macro-F1

2

May 27, 2026

Camouflage Injection Dataset

18.9ASR (static)

2

May 22, 2026

Page 3 of 3

Popular datasets

AgentDojo IHEval Primary WAInjectBench SCOUT

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