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Language Understanding on MMLU (T1)

48.1AccuracyRandom Rehearsal
-1.311.52524.3537.175Apr 22, 2026

Evaluation results

MethodLinks
Random RehearsalBackbone=Phi-4-Mini-Instruct-3.8B2026.0448.1
Naive Fine-tuningBackbone=Phi-4-Mini-Instruct-3.8B2026.0447.9
EWCBackbone=Phi-4-Mini-Instruct-3.8B2026.0447.7
COMPASS-ECDABackbone=Phi-4-Mini-Instruct-3.8B2026.0447.7
Full RetrainingBackbone=Phi-4-Mini-Instruct-3.8B2026.0447.5
Naive Fine-tuningModel=Qwen2.5-7B-Instruct2026.040.604
EWCModel=Qwen2.5-7B-Instruct2026.040.603
Full RetrainingModel=Qwen2.5-7B-Instruct2026.040.6
Random RehearsalModel=Qwen2.5-7B-Instruct2026.040.6
COMPASS-ECDAModel=Qwen2.5-7B-Instruct2026.040.6