Budgeted Act-or-Defer Multi-Agent LLM Deliberation with Local Reliability Bounds

Mengdie Flora Wang, Haochen Xie, Guanghui Wang +2

Multi-agent deliberation among LLMs can improve reasoning, but deployment requires deciding when the current answer is reliable enough to act on and when it should be escalated to…