Can LLMs Alleviate Catastrophic Forgetting in Graph Continual Learning? A Systematic Study. - Ziyang Cheng; Zhixun Li; Yuhan Li 001; Yixin Song; Kangyi Zhao; Dawei Cheng; Jia Li 009; Jeffrey Xu Yu (CoRR, 2025)