goML
Efficient fine-tuning technique that adapts large models by training small additional parameters instead of all weights.
ChatGPT Definition (GPT-4o)
A fine-tuning technique that adapts pre-trained models efficiently by injecting small trainable matrices into specific layers.
Gemini (2.0)
A parameter-efficient fine-tuning technique that adds low-rank matrices to pre-trained model weights.
Claude (3.7)
Fine-tuning technique modifying pre-trained models efficiently by injecting trainable rank decomposition matrices into existing layers.