LLM-TOPLA: Efficient LLM Ensemble by Maximising Diversity

Selim Furkan Tekin, Fatih Ilhan, Tiansheng Huang +2

Combining large language models during training or at inference time has shown substantial performance gain over component LLMs. This paper presents LLM-TOPLA, a diversity-optimize…