Concurrent Face and Word Embeddings

tags: [ idea ]

• crazy [[idea]]:
  • we have face embeddings, which on their own are just a way to represent faces efficiently in a low-dimension
  • would it be possible to associate faces with adjectives?
    • the goal, unsurprisingly, is to be able to put to text the biases inherent in these models
    • the problem is that it’s currently not biased in the more insidious way
  • but what if it’s the case that, if you were to do some type of alignment, then by doing so, you’re actually inheriting all the biases that the word embeddings have?
    • in other words, whenever you have some sort of process that does some concurrent learning, then the final model will be biased. but that doesn’t feel particularly interesting.