“Researchers challenge the assumption that complex routing topology determines language model quality in Mixture-of-Experts architectures. By developing a geometric MoE using simple cosine-similarity routing with 80% fewer parameters than standard approaches, they demonstrate that simpler routing strategies can achieve comparable performance, potentially streamlining sparse model development.”