Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks

Miaomiao Li, Hao Chen, Yang Wang +5

Generating synthetic datasets via large language models (LLMs) has emerged as a promising approach to improve LLM performance. However, LLMs inherently reflect biases in their trai…