Witty Works accelerates writing assistant development with Sentence Transformers

AI Impact Summary

Witty Works significantly accelerated its writing assistant development by leveraging Sentence Transformers and the SetFit library for few-shot fine-tuning. This shift from a basic transformer approach to contextualized sentence embeddings dramatically reduced the data labeling effort, dropping from hundreds of samples per word to just 15-20. This change enabled faster model training and deployment, ultimately reducing the time and cost associated with building the inclusive writing assistant.