AINeutralarXiv – CS AI · 15h ago5/10
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Managing Uncertainty in LLM-Generated Procedural Knowledge for Virtual Laboratory Planning
Researchers present a framework for managing uncertainty in language model-generated laboratory procedures for virtual educational environments. The system uses structured domain representations and LLM outputs to extract, validate, and repair procedural steps, addressing common LLM failures like missing actions, incorrect sequencing, and logical incompatibilities.