Our objective is fourfold: to reconstruct the network of social relations among historical figures extracted from a biographical dictionary, the Biographical Dictionary of Republican China (BRDC); to derive a network of social relations from networks of words; to reveal hidden patterns of connections within and across the articles, and between individuals (as well as institutions and places); to propose ultimately an alternative non-linear reading of this dictionary.