@inproceedings{lu-etal-2026-beyond-one, title = "Beyond One-Hot Replay: Self-Distillation Reduces Target Variance in Continual Pre-Training", author = "Lu, Peng and Dong, Sijie and Feng, Xiaoyun and Hu, Xuanwei and Zhang, Xin", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1299/", pages = "27473--27491", ISBN = "979-8-89176-462-0" }