Uncertainty-based Debiasing and Unlearning for Decontamination

Guangzhi Sun, Xiao Zhan, Mark Gales

Benchmark-based evaluation is the dominant paradigm for assessing large language model (LLM) capabilities, yet data contamination inflates reported performance and undermines fair…