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Benchmarks
Model Embedding Attack on Llama-2-7b chat-hf (test)
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0
Bit Error Rate (BER)
X-MSB
-0.4
2.3
5
7.7
Oct 12, 2025
Bit Error Rate (BER)
Success Rate (SR)
Detection Rate (VirusTotal)
Detection Rate (Protect AI)
Detection Rate (ClamAV)
Detection Rate (HF Picklescan)
Updated 2mo ago
Evaluation Results
Method
Method
Links
Bit Error Rate (BER)
Success Rate (SR)
Detection Rate (VirusTotal)
Detection Rate (Protect AI)
Detection Rate (ClamAV)
Detection Rate (HF Picklescan)
X-MSB
Protocol=General
2025.10
0
99.3
0
0
0
0
X-LSB
Protocol=General
2025.10
0
99.3
0
0
0
0
Malmodel
Protocol=General
2025.10
0
99.3
0
0
0
0
MaleficNet
Protocol=General
2025.10
0
0.15
0
0
0
0
FREEZER
Protocol=General
2025.10
0
99.3
0
0
0
0
MEASER
Protocol=General
2025.10
0
99.8
0
0
0
0
MEASER
Protocol=Q8_0
2025.10
0
99.9
0
0
0
0
MEASER
Protocol=LoRA
2025.10
0
98.2
0
0
0
0
X-MSB
Protocol=Q8_0
2025.10
10
99.7
0
0
0
0
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