Parameter-Efficient Fine-Tuning (PEFT)

goML
Method improving pretrained models for specific tasks by training small parameter sets while preserving model structure efficiently.
ChatGPT Definition (GPT-4o)
Adapting large models to new tasks by updating only a small subset of parameters, reducing resource requirements and training time.
Gemini (2.0)
Techniques that fine-tune a small number of (extra) parameters of a pre-trained model.
Claude (3.7)
Methods updating only small subsets of model parameters, reducing computational and storage costs while maintaining performance.

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