Large Language Models, Naturallanguageprocessing, Generative Ai Tools, Generative Ai Solution, Artificial Intelligence.
COIN achieves its best average performance when λ = 1,000. When λ is small, contrastive loss does not have significant impact on the model due to its small magnitude. As λ increases, COIN’s performance increases across different types of perturbations, indicating that the contrastive loss is