Demographic linkage identifies individuals across historical documents. Traditional manual annotation of birth/death records is costly and time consuming. This project uses Active Learning to reduce labeling costs while maintaining accuracy, with Passive Learning as benchmark. Bayesian Optimization improves performance via hyperparameter tuning.