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Instruction Tuning
AI Glossary Term
What is Instruction Tuning?
Definition
Fine-tuning a model on instruction-response pairs to improve task following.
Related terms
Fine-Tuning
Continuing training on domain-specific data to adapt a pre-trained model to a specific task.
LoRA (Low-Rank Adaptation)
A parameter-efficient fine-tuning method that adds low-rank adapter matrices.
Parameter-Efficient Fine-Tuning (PEFT)
Methods that adapt models by training a small subset of added parameters.
System Prompt
A high-priority instruction that sets behavior, policy, and response style for a model.
Transfer Learning
Applying knowledge learned in one task or domain to improve another task.
Test-Time Compute
Additional inference computation used during response generation to improve quality or reasoning.
Learn more in our free guides
Fine-Tuning
Rejection Sampling Fine-Tuning
QLoRA and 4-Bit Fine-Tuning
Custom Diffusion Multi-Concept Tuning
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