MARS: Co-evolving Dual-System Deep Research via Multi-Agent Reinforcement Learning

Guoxin Chen, Zile Qiao, Wenqing Wang +10

Large Reasoning Models (LRMs) face two fundamental limitations: excessive token consumption when overanalyzing simple information processing tasks, and inability to access up-to-da…