Major systems are increasingly influencing global perspectives through their depiction of the world. These powerful tools, leveraged on massive datasets, reflect societal beliefs, but also have the potential to mitigate existing stereotypes. It's crucial that we strive for inclusive training data and processes to ensure that major models promote a