Evaluation Funnel

An evaluation funnel systematically combines multiple evaluation methods to efficiently assess the performance of complex systems, such as large language models (LLMs) or recommender systems. Current research focuses on developing user-friendly interfaces for designing these funnels, improving the interpretability and efficiency of automated evaluation metrics, and addressing the challenges of evaluating nuanced aspects like attitudes and opinions within LLMs. This work is crucial for advancing the development and deployment of AI systems by enabling more rigorous and comprehensive performance assessment, ultimately leading to improved model design and more reliable applications.