Semantics derived automatically from language corpora contain human-like biases View ORCID ProfileAylin Caliskan1,*, View ORCID ProfileJoanna J. Bryson1,2,*, View ORCID ProfileArvind Narayanan1,*1Center for Information Technology Policy, Princeton University, Princeton, NJ, USA.2Department of Computer Science, University of Bath, Bath BA2 7AY, UK.↵*Corresponding author. Email: aylinc{at}princeton.