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SOTA Prompt Injection Defense benchmarks and papers with code | Wizwand
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Prompt Injection Defense
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Inj-SQuAD
StruQ
Combined ASR
0.11
123
9d ago
AgentDojo New Attack 2
No Defense
Utility under Attack (UA)
89.78
23
1mo ago
AgentDojo New Attack 1
No Defense
Utility under Attack
89.88
23
1mo ago
AgentDojo Important Instructions
No Defense
Utility under Attack
0.9041
23
1mo ago
AgentDojo No Attack
No Defense
Benign Utility
92.78
23
1mo ago
Indirect Prompt Injection Tail 1.0
Extraction removal method
ASR Naive
0.11
18
1mo ago
Indirect Prompt Injection Middle 1.0
StruQ
Naive ASR
0.11
18
1mo ago
Indirect Prompt Injection Head 1.0
Segmentation removal method
ASR Naive
0.11
18
1mo ago
WASP
Attn.Tracker
Attack Success Rate (ASR)
0
16
8d ago
CSQA
INFA-GUARD
ASR@3
13.4
16
1mo ago
PI (CSQA) random topology
No Defense
ASR @1
50
16
1mo ago
GSM8K PI (Prompt Injection) (test)
No Defense
ASR@1
3.3
16
1mo ago
Prompt Injection Attacks (test)
Ours-Ignore
Naive ASR
0.9
16
1mo ago
AgentDojo
Vanilla
Benign Utility
77.3
13
8d ago
LCC
No Defense
Utility
67
12
16d ago
VPI-Bench
None
ASR (Amazon)
96.5
10
4d ago
LLMail full 22,899-attack pool
Pipeline
ASR
0
10
1mo ago
AgentDyn
PromptArmor
ASR
1
9
8d ago
InjecAgent
DataFilter
ASR
0
9
8d ago
SEP
PromptGuard
ASR
0
9
8d ago
OPI (Open-Prompt-Injection)
DataSentinel
ASR
0
9
8d ago
13 prompt injection benchmarks average (test)
No Defense
Utility Accuracy
74
8
1mo ago
Mind2Web
Vanilla
Benign Utility
84
8
1mo ago
Qwen2.5-VL-7B Video Evaluation Set
ARGUS
UIAinject
46.5
7
1mo ago
InternVL Image Evaluation Set 3.5-8B
Removal
UIAinject
64.1
7
1mo ago
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