magpie-align/magpie

[ICLR 2025] Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing. Your efficient and high-quality synthetic data generation pipeline!

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Emerging

Magpie helps AI researchers and developers create high-quality instruction-following datasets for large language models (LLMs). It takes an existing, aligned LLM as input and generates synthetic user queries and appropriate LLM responses. This eliminates the need for manual prompt engineering or seed questions, making the process of generating alignment data efficient.

834 stars. No commits in the last 6 months.

Use this if you are developing or fine-tuning LLMs and need a large, high-quality dataset of user prompts and ideal model responses for instruction alignment.

Not ideal if you are looking for a general-purpose LLM to chat with, or if you need to generate specific content based on custom prompts.

LLM development AI model training synthetic data generation instruction tuning AI alignment
Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 17 / 25

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Stars

834

Forks

67

Language

Python

License

MIT

Last pushed

Mar 17, 2025

Commits (30d)

0

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