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SOTA Prompt injection detection benchmarks and papers with code | Wizwand
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Prompt injection detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
PopUp attack (top visited websites)
WARD-0.8b
Accuracy
99.98
40
19d ago
SafeGuardPI
IBM Granite Guardian
F1 Score
93
15
3mo ago
QualifirePI
Apriel Guard
F1 Score
87
15
3mo ago
DeepsetPI
Apriel Guard
F1 Score
71
15
3mo ago
SCOUT-450
Attention tracker
ASR (hid)
0
13
2d ago
EIA
GPT-4.1
Recall
97.39
13
1mo ago
VPI-Bench
WebAgentGuard-8B
Recall
87.58
13
1mo ago
MIPIAD aggregate over English and Bangla (test)
Hybrid (XLPID+TF-IDF)
Accuracy (Acc)
89
11
23d ago
WAInjectBench 1.0 (test)
GPT-4o-prompt
TPR (EIA)
80
11
1mo ago
Summ
DataSentinel
Detection Rate (TPR/FPR)
100
8
7d ago
SD
DataSentinel
Detection Rate (TPR/FPR)
100
8
7d ago
SA
DataSentinel
Detection Rate (TPR/FPR)
100
8
7d ago
NLI
DataSentinel
Detection Rate (TPR/FPR)
100
8
7d ago
HD
DataSentinel
Detection Rate
100
8
7d ago
GC
DataSentinel
Detection Rate
100
8
7d ago
DSD
DataSentinel
Detection Rate (TPR/FPR)
100
8
7d ago
Web Direct Prompt Injection
Prompt-Guard2
FPR
0
7
3mo ago
Teaching Direct Prompt Injection
Prompt-Guard2
FPR
0
7
3mo ago
Media Direct Prompt Injection
Prompt-Guard2
FPR
0
7
3mo ago
Shopping Direct Prompt Injection
Prompt-Guard2
FPR
0
7
3mo ago
Messaging Direct Prompt Injection
Prompt-Guard2
FPR
0
7
3mo ago
Language Direct Prompt Injection
AlignSentinel
FPR
0
7
3mo ago
Entertainment Direct Prompt Injection
AlignSentinel
FPR
0
7
3mo ago
Coding Direct Prompt Injection
Prompt-Guard2
FPR
0
7
3mo ago
AlignSentinel Evaluation Dataset (Indirect Prompt Injection Attack)
Prompt-Guard2
FPR (Coding)
0
7
3mo ago
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