A Woman with a Knife or A Knife with a Woman? Measuring Directional Bias Amplification in Image Captions

Rahul Nair, Bhanu Tokas, Hannah Kerner

When we train models on biased datasets, they not only reproduce data biases, but can worsen them at test time - a phenomenon called bias amplification. Many of the current bias am…