wasiahmad/Awesome-LLM-Synthetic-Data resource

Health v2 · maintenance only

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1551 stars · 95 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of papers, tools, and blogs about synthetic data generation with large language models. It organizes resources by surveys, techniques, application areas (math reasoning, code generation, alignment, etc.), datasets, and tools.

Use cases

• find papers on LLM synthetic data generation
• learn how to generate training data with LLMs
• research instruction tuning data generation methods
• find tools for generating synthetic datasets
• survey synthetic data for code generation or math reasoning
• find datasets generated by LLMs for model training

When to choose

• you need a curated starting point for LLM synthetic data research
• you want recent papers and tools on data generation with LLMs
• you are surveying application areas like text-to-SQL or alignment data synthesis

When to avoid

• you need runnable software rather than a reading list
• you want non-LLM synthetic data methods (GANs, simulation)
• you need a maintained library with APIs

Facets

learning-resource · maturity active

data-generation llm-training rag prompt-engineering large-language-models machine-learning artificial-intelligence data-science awesome-lists awesome-list synthetic-data reading-list papers curated-resources web-server

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