AIBearisharXiv – CS AI · 14h ago6/10
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Locally Coherent, Globally Incoherent: Bounding Compositional Incoherence in Multi-Component LLM Agents
Researchers identify a critical failure mode in multi-component LLM agent systems where individually coherent components produce globally incoherent outputs that violate probability axioms. The study proposes metrics to detect and repair these failures, finding them present in 33-94% of tested multi-LLM ensembles with measurable economic impact on prediction tasks.