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RAPS-DA reveals that targeted peer specialization can dramatically enhance RAG performance by effectively managing knowledge conflicts without increasing model complexity.
PathRouter reduces reliance on shortcuts in reinforcement learning, leading to more reliable and contextually rich decision-making in language-model agents.
