Talk to Right Specialists: Iterative Routing in Multi-agent Systems for Question Answering

📰 ArXiv cs.AI

RIRS is a training-free orchestration framework for iterative routing in multi-agent systems for question answering

advanced Published 7 Apr 2026
Action Steps
  1. Identify the limitations of retrieval-augmented generation (RAG) agents in production
  2. Develop a training-free orchestration framework like RIRS to overcome these limitations
  3. Implement iterative routing in multi-agent systems to route questions to the right specialists
  4. Evaluate the performance of RIRS in improving question answering accuracy and user experience
Who Needs to Know This

AI engineers and researchers on a team can benefit from RIRS to improve question answering in multi-agent systems, and product managers can use it to enhance user experience

Key Insight

💡 RIRS can improve question answering in multi-agent systems by routing questions to the right specialists without requiring training

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🤖 RIRS: a training-free framework for iterative routing in multi-agent systems for question answering 💡
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