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Multiple-choice Question Answering on MMLU T5

50.8Accuracy (MMLU T5)Full Retraining
38.63241.79144.9548.109Apr 22, 2026

Evaluation results

MethodLinks
Full RetrainingBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0450.8
COMPASS-ECDABackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0450.6
Random RehearsalBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0448.5
EWCBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0448.4
Naive Fine-tuningBackbone=LLaMA-3.1-Instruct-8B, Number of random seeds=32026.0439.1