🚀 Text anonymization is hard; DP often hurts utility. We use entity-aware control codes + either ICL (with bad-token blocking) or prefix-tuning w/ masking to get strong privacy–utility tradeoffs on legal & clinical data, outperforming DP-SGD in practice (EMNLP 2025). www.arxiv.org/abs/2509.25729