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Mathematical Reasoning on MathQA (Retention)

25.19RetentionUnlearning
21.851622.718323.58524.4517Apr 7, 2026

Evaluation results

MethodLinks
UnlearningModel=OLMo-2-7B-Instruct, Hyperparameter (λ)=0.62026.0425.19
DPOModel=OLMo-2-7B-Instruct2026.0425.03
EraserModel=Llama-3.2-3B-Instruct, Hyperparameter (λ)=0.62026.0424.89
EUModel=Llama-3.2-3B-Instruct, Hyperparameter (λ)=0.62026.0424.76
OLMo-2-7B-InstructModel=OLMo-2-7B-Instruct2026.0424.69
Llama-3.2-3B-InstructModel=Llama-3.2-3B-Instruct2026.0424.66
RetainOnlyFTModel=Llama-3.2-3B-Instruct2026.0424.56
RetainOnlyFTModel=OLMo-2-7B-Instruct2026.0424.42
UnlearningModel=Llama-3.2-3B-Instruct, Hyperparameter (λ)=0.62026.0424.29
EUModel=OLMo-2-7B-Instruct, Hyperparameter (λ)=0.62026.0424.22
DPOModel=Llama-3.2-3B-Instruct2026.0424.19
SKUModel=OLMo-2-7B-Instruct2026.0424.19
EraserModel=OLMo-2-1B-Instruct, Hyperparameter (λ)=0.62026.0424.15
DPOModel=OLMo-2-1B-Instruct2026.0424.09
EUModel=OLMo-2-1B-Instruct, Hyperparameter (λ)=0.62026.0424.02
EraserModel=OLMo-2-7B-Instruct, Hyperparameter (λ)=0.62026.0423.72
DPOModel=Llama-3.2-1B-Instruct2026.0423.45
OLMo-2-1B-InstructModel=OLMo-2-1B-Instruct2026.0423.45
SKUModel=Llama-3.2-3B-Instruct2026.0423.42
RetainOnlyFTModel=OLMo-2-1B-Instruct2026.0423.35
UnlearningModel=OLMo-2-1B-Instruct, Hyperparameter (λ)=0.62026.0423.25
UnlearningModel=Llama-3.2-1B-Instruct, Hyperparameter (λ)=0.62026.0423.22
SKUModel=OLMo-2-1B-Instruct2026.0423.18
Llama-3.2-1B-InstructModel=Llama-3.2-1B-Instruct2026.0422.68
RetainOnlyFTModel=Llama-3.2-1B-Instruct2026.0422.68
SKUModel=Llama-3.2-1B-Instruct2026.0422.28
EraserModel=Llama-3.2-1B-Instruct, Hyperparameter (λ)=0.62026.0422.11
EUModel=Llama-3.2-1B-Instruct, Hyperparameter (λ)=0.62026.0421.98