How does Adapter Layers work?

Each adapter typically uses a down-projection, nonlinearity, and up-projection structure that adds 1% to 5% of base model parameters. The original adapter formulation predates LoRA by two years and established the parameter-efficient fine-tuning paradigm. The platform strengthens ent