Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing
vladbogo.substack.com
Today's paper presents MAGPIE, a scalable method to synthesize high-quality instruction data for fine-tuning large language models (LLMs) like Llama-3. The key idea is to leverage the auto-regressive nature of aligned LLMs to generate diverse instructions and responses by prompting them with predefined instruction templates.
Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing
Magpie: Alignment Data Synthesis from Scratch…
Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing
Today's paper presents MAGPIE, a scalable method to synthesize high-quality instruction data for fine-tuning large language models (LLMs) like Llama-3. The key idea is to leverage the auto-regressive nature of aligned LLMs to generate diverse instructions and responses by prompting them with predefined instruction templates.