作者位次 #3/9ACL 2026Poster· Natural Language Processing
Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLM s
Jinhui Chen · Shizhu He · Xingchang Yang · Huanxuan Liao · Yequan Wang · Xiangwen Liao · Wenhao Teng · Kang Liu · Jun Zhao
摘要
Enabling Large Language Models (LLMs) to evolve sustainably requires simultaneously preserving previously acquired knowledge (Past), effectively acquiring new task-specific skills (Present), and reserving sufficient parameter capacity for subsequent adaptation (Future). However, existing continua...