Jia-Chen Xu

Mo'Models, Mo'Problems: How to best select model pools when designing Multi-Agent Systems

This work systematically evaluates 8 model selection strategies across before-generation (routing) and after-generation (majority-voting, LLM-as-a-judge) MAS architectures on challenging scientific benchmarks and finds that candidate selection within a single model family is the strategy that yields the best relative p...