One-Shot Learning as Instruction Data Prospector for Large Language Models

Yunshui Li, Binyuan Hui, Xiaobo Xia +9

Contemporary practices in instruction tuning often hinge on enlarging data scaling without a clear strategy for ensuring data quality, inadvertently introducing noise that may comp…