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Disagreement-triggered escalation can blind multi-agent systems to critical failures, but ARAT shows how to turn this risk into a safety advantage.
LLMs struggle with complex theorem proving, often opting for inefficient strategies that highlight a significant gap in their reasoning capabilities.
