FREE GUIDES · 23 OCT 2026

15 LLM fine-tuning techniques, with the paper behind each one

What each technique changes, when to use it, and a clickable link to its original paper.

WHAT'S INSIDE

• All 15 techniques sorted by the two questions they answer
• Is fine-tuning even the fix? A 5-step check before you train
• Sensible default recipes, from SFT + LoRA to DPO + QLoRA
• 17 clickable paper links, checked against arXiv