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  5. Low-Rank Adaptation
Training & Fine-tuningaka LoRA

Low-Rank Adaptation

Low-rank adaptation fine-tunes a model by learning small low-rank updates while keeping the original weights frozen.

Ask Melo about this← all terms

Pairs of narrow matrices are inserted into selected weight transformations, and their product represents the update. This reduces trainable parameter count and makes separate task adapters easier to store and swap.

Related terms

Supervised Fine-TuningReinforcement Learning from Human FeedbackQuantized Low-Rank AdaptationParameter-Efficient Fine-Tuning