Vision Language Model, Knowledge Graph, Generative Model.
also demonstrates strong generalisation capabilities, outperforming other state-of-the-art methods in most scenarios. The performance comparison of our GraphAdapter with the state-of-the-art methods on few-shot learning, including 1-/2-/4-/8-/16-shots on 11 benchmark datasets by (Li et al., 2023)