Atlas · GenAI 2026
Synthetic Data Generation
Synthetic data generation with LLMs
conceptPeak: 2024Data GenerationAI consensus: 2/3
Prerequisites
- mediumLLM Fine-Tuning
Synthetic data is typically generated to be used FOR fine-tuning — understanding the downstream use improves generation quality
Recommended reference
Gunasekar et al. (2023) 'Textbooks Are All You Need' (Phi-1 paper) — arXiv:2306.11644; shows synthetic data can train strong models
Notes from AI deep research
Anthropic Opus
Phi-1: 'Textbooks Are All You Need'. LLM generuje dane dla mniejszych modeli. Game-changer
Google Deep Think
Czyste bazy treningowe dla tańszych modeli [G#66]
Related skills
- → is part of: LLM Fine-Tuning(3/3)
- → is part of: Model Fine-Tuning(3/3)
- → is subcategory of: GenAI(2/3)