mediumLLM Evaluation & TestingReviewed Oct 23, 2026

How can LLMs be evaluated in novel or emerging domains?

Evaluating LLMs in novel or emerging domains can be challenging due to the lack of established benchmarks and datasets. One approach is to create domain-specific evaluation metrics that reflect the unique requirements of the new domain. This may involve collaborating with domain experts to define criteria for evaluation. Additionally, one can use user studies to gather qualitative feedback, and deploy test cases that capture real-world scenarios within the domain. Iterative testing and evaluation can help refine the LLM performance, ensuring it meets the specific needs of the novel application area.

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