Robust LLM-based Column Type Annotation via Prompt Augmentation with LoRA Tuning

Hanze Meng, Jianhao Cao, Rachel Pottinger

Column Type Annotation (CTA) is a fundamental step towards enabling schema alignment and semantic understanding of tabular data. Existing encoder-only language models achieve high…