Continual Knowledge Learning

Findings

IC-370Knowledge entropy (sparsity of FFN memory coefficients) decreases consistently during pretraining for OLMo 1B, 7B, and Pythia 1.4B, and this decrease strongly correlates with reduced knowledge acquisition and increased forgetting in continual learning [primary]