Towards Understanding Continual Factual Knowledge Acquisition of Language Models: From Theory to Algorithm

Haoyu Wang, Yifan Shang, Zhongxiang Sun +3

Continual Pre-Training (CPT) is essential for enabling Language Models (LMs) to integrate new knowledge without erasing old. While classical CPT techniques like data replay have be…