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Home/Glossary/Instruction Tuning
AI Glossary Term

What does “Instruction Tuning” mean?

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-TuningRejection Sampling Fine-TuningQLoRA and 4-Bit Fine-TuningCustom Diffusion Multi-Concept Tuning

See also

Inference-Time ComputeIntent ClassificationInferenceJailbreakIn-Context LearningKnowledge CutoffHyperparameterKnowledge Distillation
PreviousInference-Time ComputeNextIntent Classification
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