# Synthetic Data: Self-Instruct, Evol-Instruct, OSS-Instruct, MAGPIE (TR Adaptation)

> Source: https://sukruyusufkaya.com/en/learn/fine-tuning-cookbook/ftc-synthetic-data-self-instruct-evol-magpie-tr
> Updated: 2026-05-14T14:42:50.715Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Part II — Tokenizer & Data Engineering
**TLDR:** Instruction data is scarce for TR. Solution: synthetic generation. TR adaptation of Self-Instruct (Stanford 2022), Evol-Instruct (WizardLM), OSS-Instruct (Magicoder), MAGPIE (2024). Teacher model selection ethics (GPT-4 ToS), prompt engineering, automated quality control.