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Multiple-choice Question Answering on MMLU T1

52.3AccuracyRandom Rehearsal
51.67651.8385252.162Apr 22, 2026

Evaluation results

MethodLinks
Random RehearsalBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0452.3
EWCBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0452
Naive Fine-tuningBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0451.9
COMPASS-ECDABackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0451.9
Full RetrainingBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0451.7