While the past century witnessed an unprecedented expansion in scientific and technological knowledge, there are growing concerns about a possible slowing of innovative activity [Jones, 2009, Gordon, 2016, Cowen and Southwood, 2019, Bhattacharya and Packalen, 2020]. Studies have documented declining research productivity in semiconductors, pharmaceuticals, agriculture, and other fields [Pammolli et al., 2011, Bloom et al., 2020].