How do firms and inventors move through knowledge space as they develop their innovations? We propose a method for tracking patterns of exploration exploitation in patenting behaviour the US period since 1920. Our measure is constructed from text patents involves use Bayesian Surprise to how different current patent-based innovations are existing portfolios. results indicate that there distinct...