From Rule-Based to DeepSeek R1: A Robust Comparative Evaluation of Fifty Years of Natural Language Processing (NLP) Models To Identify Inflammatory Bowel Disease Cohorts

Older NLP approaches, such as BOW, can outperform modern LLMs in clinical cohort detection when properly trained, and these models and weights are released as open source to benefit the research community.