“Researchers introduce XpertBench, a specialized benchmark designed to evaluate large language models on complex, expert-level tasks using rubrics-based evaluation. This addresses a critical gap in AI assessment, as traditional benchmarks fail to capture genuine expertise and often suffer from domain limitations and self-evaluation biases. The development signals growing recognition that more sophisticated evaluation methods are essential as LLMs plateau on standard tests.”