Fine-tune LLMs

You could fine-tune an open-source LLM to

• Teach it to follow conversations.
• Teach it to respect and follow instructions.
• Make it refuse to answer certain questions.
• Give it a specific "speaking" style.
• Make it response in certain formats (e.g., JSON).
• Give it focus on a specific domain area.
• Teach it certain knowledge.

To do that, you need to create a set of question and answer pairs to show the model the prompt and the expected response. Then, you can use a fine-tuning tool to perform the training and make the model respond the expected answer for each question.