Topic: inference-time scaling

Sakana AI’s TreeQuest Boosts Performance 30% With Multi-Model Teams

Sakana AI's Multi-LLM AB-MCTS enables multiple large language models to collaborate, achieving up to 30% better performance on complex tasks by pooling their strengths. The approach uses Adaptive Branching Monte Carlo Tree Search to dynamically assign tasks to the best-performing models, optimizi...