How do you plan to counter the harmful societal biases that embeddings embody?

See Bolukbasi (https://arxiv.org/pdf/1607.06520.pdf) and Caliskan (http://science.sciencemag.org/content/356/6334/183)

While these examples are solely language based, it is easy to imagine the transfer to other domains.