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Benchmarks
Membership Inference Attack on PILE (train)
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8.2
Loss
SHE-LoRA
7.1
14.525
21.95
29.375
May 27, 2025
Loss
Lowercase Score
Zlib Score
Min-k (0.1)
Min-k (0.5)
Recall
PAC
Updated 4d ago
Evaluation Results
Method
Method
Links
Loss
Lowercase Score
Zlib Score
Min-k (0.1)
Min-k (0.5)
Recall
PAC
SHE-LoRA
Backbone=Qwen3-4B-Inst...
2025.05
8.2
6.7
8.5
6.5
8.2
6.2
11.1
Base
Backbone=Qwen3-4B-Inst...
2025.05
8.6
5.6
7.4
5.5
8
5.1
9.9
SHE-LoRA
Backbone=Qwen3-4B-Inst...
2025.05
9
7.4
9.1
7.3
9.3
7.7
12.4
SHE-LoRA
Backbone=Qwen3-4B-Inst...
2025.05
9.7
9.3
10.8
9.1
10.2
10.3
15
SHE-LoRA
Backbone=Qwen3-4B-Inst...
2025.05
9.7
9.3
10.8
9.1
10.2
10.3
11.9
SHE-LoRA
Backbone=Qwen3-4B-Inst...
2025.05
12.5
13
15.2
14
14.5
15.4
17.4
Vanilla LoRA
Backbone=Qwen3-4B-Inst...
2025.05
35.7
35.6
39.7
39.4
41.8
25.4
53.5
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