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Benchmarks
Model Utility Preservation on Model Utility (retain set)
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61
Utility
NPO
53.72
55.61
57.5
59.39
Oct 20, 2025
Utility
Updated 6d ago
Evaluation Results
Method
Method
Links
Utility
NPO
Model=Qwen3-8B, Varian...
2025.10
61
UNDIAL
Model=Qwen3-8B, Varian...
2025.10
61
RMU
Model=Gemma-2B-IT, Var...
2025.10
60
NPO
Model=Qwen3-8B, Varian...
2025.10
60
UNDIAL
Model=Qwen3-8B, Varian...
2025.10
60
RMU
Model=Qwen3-8B, Varian...
2025.10
59
NPO
Model=Gemma-2B-IT, Var...
2025.10
57
NPO
Model=Gemma-2B-IT, Var...
2025.10
57
RMU
Model=Gemma-2B-IT, Var...
2025.10
57
RMU
Model=Qwen3-8B, Varian...
2025.10
57
UNDIAL
Model=Gemma-2B-IT, Var...
2025.10
55
UNDIAL
Model=Gemma-2B-IT, Var...
2025.10
54
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