We discuss several challenges of evaluating information extraction patterns, using the DHBB corpus, a public resource for the Dicionário Histórico-Biográfico Brasileiro, to stress both the limitations and the advantages of using a corpus-based approach for the task of identifying political families in Brazilian society.