Two Sample Sizes in Test-Time LLM Ensembling: Buffered ERM and Minimax Theory

Zhi Zhang, Arash A. Amini

Test-time scaling can improve the performance of large language models by generating multiple answers to a question and aggregating them. Weighted ensembles extend this idea by dra…