Synthetic data: save money, time and carbon with open source

#synthetic data   #hugging face   #fine-tuning   #performance   #zero-shot classification   #few-shot classification   #classification   #evaluation   #link  

This post does a fantastic job breaking down how you use an expert labeler (teacher LLM) to annotate your data, then use it to fine-tune a student LLM. It's as good or better than crowd workers!

In this case they use Mixtral to prep data for RoBERTa-base, then get equal performance in the end. So much faster! So much cheaper!