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Benchmarks
Multimodal Machine Unlearning on 5% Forget Set (test)
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36.8
Class Acc
Vanilla
24.9544
28.0297
31.105
34.1803
Feb 21, 2025
Class Acc
ROUGE Score
Factual Recall Score
Cloze Acc
Updated 4d ago
Evaluation Results
Method
Method
Links
Class Acc
ROUGE Score
Factual Recall Score
Cloze Acc
Vanilla
Base Model=LLaVA-13B,...
2025.02
36.8
0.493
4.72
20.82
Prompting
Base Model=LLaVA-13B,...
2025.02
34.8
0.454
4.52
20.91
KL Minim.
Base Model=LLaVA-13B,...
2025.02
31.06
0.432
4.13
18.62
NPO
Base Model=LLaVA-13B,...
2025.02
29.73
0.397
3.89
17.77
GA
Base Model=LLaVA-13B,...
2025.02
26.35
0.386
3.74
15.01
Grad. Diff
Base Model=LLaVA-13B,...
2025.02
25.99
0.362
3.8
16.13
MANU
Base Model=LLaVA-13B,...
2025.02
25.41
0.382
3.7
16.08
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