@article{thinklesslabelbettermultistagedomaingrou, title = {Think Less, Label Better: Multi-Stage Domain-Grounded Synthetic Data Generation for Fine-Tuning Large Language Models in Telecommunications}, author = {Chenhua Shi and Gregor Macdonald and Bhavika Jalli and Wanlu Lei and John Zou and Mridul Jain and Joji Philip}, year = {2025}, eprint = {2509.25736}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.25736}, }