Can I Take Another Dose? Evaluating LLM Decision-Making Under Temporal Uncertainty in OTC Dosing QA

1. 1Build a dataset of OTC dosing questions with varying temporal uncertainty
2. 2Run experiments to evaluate LLM performance on dose timing and rolling 24-hour intake calculations
3. 3Configure LLMs to handle incomplete medication histories and product-label constraints
4. 4Test LLMs on edge cases with multiple doses and timing scenarios
5. 5Apply evaluation results to improve LLM decision-making for safe medication intake

Data scientists and AI engineers working on medical QA systems benefit from understanding LLM limitations in handling temporal uncertainty, ensuring accurate and safe responses for users

💡 LLMs require careful evaluation and configuration to handle temporal uncertainty and provide safe responses for OTC dosing questions

🤖 Evaluating LLMs for OTC dosing QA under temporal uncertainty: crucial for safe medication intake 💊