Recently, <cite>Yang et al. (2019)</cite> showed that combining a BERT-based reader with passage retrieval using the Anserini IR toolkit yields a large improvement in question answering directly from a Wikipedia corpus, measured in terms of exact match on a standard benchmark (Chen et al., 2017) .