The world's knowledge is increasingly on the cloud, while millions of researchers can access it only with tools from the paper-based era (metadata labels). NeuralIR leverages AI to mine content reliably and learn info retrieval tasks at high quality & scale and wider scope including new faster forms of scholarly communication such as social media feeds, preprints, MOOCs, code libs, tables, & datasets that indicate emerging research frontiers.