Agents

Fine-Tuning

1 min read

In Short

Additional training of a pre-trained model on domain-specific data to improve performance on particular tasks.

Fine-tuning adapts general-purpose models to specific use cases, often improving quality and reducing prompt complexity.

When to Fine-Tune

  • Consistent style/format needed
  • Domain-specific terminology
  • Specific task performance
  • Reduced latency requirements

Trade-offs

  • Training data required
  • Ongoing maintenance
  • Potential catastrophic forgetting
  • Higher operational complexity
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