@article{synthesizeongraphknowledgeablesynthetic, title = {Synthesize-on-Graph: Knowledgeable Synthetic Data Generation for Continue Pre-training of Large Language Models}, author = {Xuhui Jiang and Shengjie Ma and Chengjin Xu and Cehao Yang and Liyu Zhang and Jian Guo}, year = {2025}, eprint = {2505.00979}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.00979v2}, }