Expertise Level

Expertise level assessment is a burgeoning field focusing on defining and measuring proficiency across diverse domains, from gaming and language translation to robotics and medical physics. Current research employs various approaches, including large language models (LLMs) with techniques like Mixture of Experts (MoE) and chain-of-thought prompting, as well as machine learning methods analyzing sensor data and imitation learning to model expert behavior. These advancements offer significant potential for improving automated systems, optimizing training programs, and providing more nuanced evaluations of human and artificial intelligence performance.