AIBullisharXiv – CS AI · 4h ago7/10
🧠
CascadeDebate: Multi-Agent Deliberation for Cost-Aware LLM Cascades
CascadeDebate introduces a novel multi-agent deliberation system for large language model cascades that dynamically allocates computational resources based on query difficulty. By inserting lightweight agent ensembles at escalation boundaries to resolve ambiguous cases internally, the system achieves up to 26.75% performance improvement while reducing unnecessary escalations to expensive models.