AIBullisharXiv – CS AI · Feb 276/107
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Requesting Expert Reasoning: Augmenting LLM Agents with Learned Collaborative Intervention
Researchers introduce AHCE (Active Human-Augmented Challenge Engagement), a framework that enables AI agents to collaborate with human experts more effectively through learned policies. The system achieved 32% improvement on normal difficulty tasks and 70% on difficult tasks in Minecraft experiments by treating humans as interactive reasoning tools rather than simple help sources.