
Statistical measures like Fleiss’ Kappa reveal that even when models agree with their own previous outputs, those outputs often fail to match established gold standards. As the scientific community continues to integrate Large Language Models into high-stakes research environments in 2026, the reliance on these generative systems for data extraction has become nearly ubiquitous. However, the assumption that a model’s










