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Benchmarks
Multi-agent privacy and utility evaluation on PrivacyLens Sequential
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0.875
Privacy Score
ADAPT
0.3862
0.5131
0.64
0.7669
May 21, 2026
Privacy Score
Task Success Rate
Helpfulness Score
Privacy Leakage Rate
ASR
Updated 12d ago
Evaluation Results
Method
Method
Links
Privacy Score
Task Success Rate
Helpfulness Score
Privacy Leakage Rate
ASR
ADAPT
Backbone=LLaMA-8B, #Ag...
2026.05
0.875
0.455
0.33
0.135
0.395
Full-System LCGuard
Backbone=LLaMA-8B, #Ag...
2026.05
0.845
0.735
0.691
0.155
0.285
PrivAct
Backbone=LLaMA-8B, #Ag...
2026.05
0.835
0.725
0.455
0.165
0.735
Per-Agent LCGuard
Backbone=LLaMA-8B, #Ag...
2026.05
0.805
0.695
0.635
0.195
0.33
Vanilla KV Sharing (LatentMAS)
Backbone=LLaMA-8B, #Ag...
2026.05
0.405
0.755
0.835
0.595
0.76
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