2.2 Evaluation Metrics for Efficiency
Evaluating the efficiency of LLMs requires a multi-faceted approach that considers various performance indicators. These
metrics are often presented alongside measures of accuracy and versatility to provide a holistic assessment of an LLM’s
overall efficiency and effectiveness. In the paragraphs that follow, we will explore key metrics commonly used to understand
efficiency in the realm of LLMs.
TheEfficiencySpectrumofLargeLanguageModels-AnAlgorithmicSurvey