Evaluation frameworks for Large Language Models (LLMs) are systematic approaches to assessing the performance, capabilities, and limitations of these models. The growth in size and capability of the LLMs and the rise of powerful Small Language Models (SLMs) have reinforced the need for robust evaluation frameworks to ensure their reliability,…