Managing Uncertainty in LLM-Generated Procedural Knowledge for Virtual Laboratory Planning

In three linesA framework for managing uncertainty in LLM-generated procedures for virtual laboratory planning in educational settings. The system uses structured domain representations and uncertain LLM-generated state-transition samples to extract procedural rules, transform them into explicit constraints, and repair defective procedural steps.

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