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SOTA Indirect Prompt Injection Defense benchmarks and papers with code | Wizwand
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Indirect Prompt Injection Defense
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ICLR Academic Reviews 84 defensive payloads / 252 prompts 2026
Layer Cake
Defense Success Rate (DSR)
100
98
26d ago
SQuAD
CachePrune
ASR
0.68
22
22d ago
Inj-TriviaQA
StruQ
Naive ASR
0.11
21
1mo ago
Wildchat
CachePrune
Attack Success Rate (ASR)
0.33
18
22d ago
HotpotQA
Encode_Base64
Attack Success Rate (ASR)
0.07
18
22d ago
TrojanTools
No Defense
ASR
47.1
18
3mo ago
Combined Attacks
LLM-Detector
ASR
0
18
3mo ago
Ignore Instruction
LLM-Detector
ASR
0
18
3mo ago
BIPIA Average EN/BN
Qwen3-8B
BU
70.3
16
23d ago
BIPIA Bangla
Qwen3.5-9B
ASR
45
16
23d ago
BIPIA English
Qwen3.5-9B
ASR
41.1
16
23d ago
Vision-Language Agentic IPI Benchmark (test)
No Defense
BU
72
12
3mo ago
Video Modality (test)
ARGUS
UIAinject
38.5
10
3mo ago
Image Modality (test)
Ignore Prompt
UIAinject
24.5
10
3mo ago
Audio Modality (test)
System Prompt
UIAinject
7.5
9
3mo ago
InjecAgent external stress (test)
FIDES
DH Block Rate
100
4
21d ago
AgentDojo Banking and Slack suites
No Defense
BU (No Attack)
35.29
4
2mo ago
DoomArena
No Defense
BU
73.57
4
3mo ago
AgentDojo (Full)
MetaSecAlign
BU (NOATTACK)
78.26
3
2mo ago
AgentDojo
Naive Agent
Banking Defense Rate
51.39
3
3mo ago
AgentDojo Out-of-Distribution (OOD)
No Defense
ADR
0
2
3mo ago
InjectAgent Out-of-Distribution (OOD)
No Defense
ADR
0
2
3mo ago
Important Messages DeepSeek V3.2 (test)
No Defense
ASR
42.68
1
3mo ago
Important Messages DeepSeek V3.1 (test)
MELON
ASR
63
1
3mo ago
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