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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
2mo ago
LLM-as-judge evaluation store 15-scenario (test)
HMAC Provenance Tagging
ASR
0
40
1mo ago
SQuAD
CachePrune
ASR
0.68
22
2mo ago
Inj-TriviaQA
StruQ
Naive ASR
0.11
21
3mo ago
Wildchat
CachePrune
Attack Success Rate (ASR)
0.33
18
2mo ago
HotpotQA
Encode_Base64
Attack Success Rate (ASR)
0.07
18
2mo ago
TrojanTools
No Defense
ASR
47.1
18
5mo ago
Combined Attacks
LLM-Detector
ASR
0
18
5mo ago
Ignore Instruction
LLM-Detector
ASR
0
18
5mo ago
BIPIA Average EN/BN
Qwen3-8B
BU
70.3
16
2mo ago
BIPIA Bangla
Qwen3.5-9B
ASR
45
16
2mo ago
BIPIA English
Qwen3.5-9B
ASR
41.1
16
2mo ago
Vision-Language Agentic IPI Benchmark (test)
No Defense
BU
72
12
5mo ago
Video Modality (test)
ARGUS
UIAinject
38.5
10
5mo ago
Image Modality (test)
Ignore Prompt
UIAinject
24.5
10
5mo ago
Audio Modality (test)
System Prompt
UIAinject
7.5
9
5mo ago
Unified Benchmark pooled over 8 models
trust_score
Direct ASR
0
5
1mo ago
InjecAgent external stress (test)
FIDES
DH Block Rate
100
4
2mo ago
AgentDojo Banking and Slack suites
No Defense
BU (No Attack)
35.29
4
4mo ago
DoomArena
No Defense
BU
73.57
4
5mo ago
AgentDojo (Full)
MetaSecAlign
BU (NOATTACK)
78.26
3
4mo ago
AgentDojo
Naive Agent
Banking Defense Rate
51.39
3
5mo ago
AgentDojo Out-of-Distribution (OOD)
No Defense
ADR
0
2
5mo ago
InjectAgent Out-of-Distribution (OOD)
No Defense
ADR
0
2
5mo ago
Important Messages DeepSeek V3.2 (test)
No Defense
ASR
42.68
1
5mo ago
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