一作ACL 2026Poster· Natural Language Processing
SL o RA : Balancing Plasticity and Forgetting in Large Language Models for Continual Learning
Lina Yang · Yusheng Liao · Yanfeng Wang · Yu Wang
摘要
Large language models (LLMs) have achieved remarkable success across diverse tasks through large-scale pretraining. However, they remain prone to catastrophic forgetting in continual learning. To the best of our knowledge, this is the first work to identify noise accumulation in LoRA updates as a...