Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration Yichong Huang

Existing methods can be categorized into selection-based and fusion-based ensembling. Selection-based ensembling selects the best candidate answer from all individual LLMs' answers using an