DeepEval: Your Ultimate Open-Source Framework for Large Language Model Evaluation In the rapidly evolving landscape of artificial intelligence, large language models (LLMs) are becoming increasingly powerful and versatile. However, with this advancement comes the critical need for robust evaluation frameworks to ensure these models meet the desired standards of accuracy, relevance, and safety. DeepEval emerges as a simple-to-use, open-source evaluation framework specifically designed for LLMs, offering a comprehensive suite of metrics and features to thoroughly assess LLM systems. DeepEval is akin to Pytest but is specialized for unit testing LLM outputs. It leverages the latest research to evaluate LLM outputs …