Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation

Ivan Lopez, Fateme Nateghi Haredasht, Kaitlin Caoili +2

Accurate classification of clinical text often requires fine-tuning pre-trained language models, a process that is costly and time-consuming due to the need for high-quality data a…