Evaluating LLM solutions
Evaluating LLM solutions is a crucial step in harnessing their full potential and ensuring their effectiveness in various applications. By implementing a comprehensive set of evaluation approaches, organizations can better assess the performance, accuracy, and overall quality of the results from an LLM solution, while also considering the associated costs, adherence to safety standards, and potential negative impact on users. In other words, doing this provides you with valuable insights to help make any informed decisions. To achieve a comprehensive evaluation, we can view evaluation methods as part of either a quantitative measure or a qualitative measure. Let’s dive into evaluation methods by these groups.
Evaluating LLM solutions through quantitative metrics
Quantitative metrics can be aggregated throughout a provided evaluation dataset and can provide a more quick, comprehensive, and objective measure to compare multiple LLM solution setups...
