@article{synthesizingprivacypreservingtextdatavia, title = {Synthesizing Privacy-Preserving Text Data via Finetuning without Finetuning Billion-Scale LLMs}, author = {Bowen Tan and Zheng Xu and Eric Xing and Zhiting Hu and Shanshan Wu}, year = {2025}, eprint = {2503.12347}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.12347v1}, }