Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Multi-agent privacy and utility evaluation on PrivacyLens Hierarchical
Loading...
87.5
Privacy Score
Full-System LCGuard
36.54
49.77
63
76.23
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
Full-System LCGuard
Backbone=LLaMA-8B, #Ag...
2026.05
87.5
72
70.3
12.5
30.5
ADAPT
Backbone=LLaMA-8B, #Ag...
2026.05
86
44
31.5
14
42
PrivAct
Backbone=LLaMA-8B, #Ag...
2026.05
81.5
71
44
18.5
75
Per-Agent LCGuard
Backbone=LLaMA-8B, #Ag...
2026.05
81
69
64.1
19
35.5
Vanilla KV Sharing (LatentMAS)
Backbone=LLaMA-8B, #Ag...
2026.05
38.5
74.5
81.5
61.5
78.5
Feedback
Search any
task
Search any
task