RoBoN: Routed Online Best-of-n for Test-Time Scaling with Multiple LLMs

Jonathan Geuter, Gregor Kornhardt

Best-of-$n$ is a widely used test-time scaling approach for LLM inference. Yet despite evidence that LLMs exhibit complementary strengths across tasks, traditionally best-of-$n$ re…