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Related Questions
- What are the most effective sampling strategies for reducing uncertainty in model predictions in healthcare-related applications of large language models?
- How can we measure and quantify the expected reduction in model uncertainty for active learning in healthcare LLMs?
- What are some common pitfalls to avoid when selecting samples for active learning in healthcare-related applications of large language models?
- Can you provide examples of successful applications of active learning in healthcare LLMs, focusing on uncertainty reduction?
- What role does data quality play in the effectiveness of active learning strategies for reducing model uncertainty in healthcare LLMs?
- How can we balance the trade-off between exploration and exploitation in active learning for healthcare LLMs to maximize uncertainty reduction?
- What are some techniques for incorporating domain knowledge and expert feedback in the active learning process for healthcare LLMs?
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