@article{lifelongevolutioncollaborativelearning, title = {Lifelong Evolution: Collaborative Learning between Large and Small Language Models for Continuous Emergent Fake News Detection}, author = {Ziyi Zhou and XiaoMing Zhang and Litian Zhang and Yibo Zhang and Zhenyu Guan and Chaozhuo Li and Philip S. Yu}, year = {2025}, eprint = {2506.04739}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.04739v1}, }