Social Reward: Evaluating and Enhancing Generative AI through Million-User Feedback from an Online Creative Community

arXiv:2402.09872v1 Announce Type: new
Abstract: Social reward as a form of community recognition provides a strong source of motivation for users of online platforms to engage and contribute with content. The recent progress of text-conditioned image synthesis has ushered in a collaborative era where AI empowers users to craft original visual artworks seeking community validation. Nevertheless, assessing these models in the context of collective community preference introduces distinct challenges. Existing evaluation methods predominantly center on limited size user studies guided …

arxiv community creative cs.cv feedback generative social through type user feedback