Like a Good Nearest Neighbor: Practical Content Moderation and Text Classification

Luke Bates, Iryna Gurevych

Few-shot text classification systems have impressive capabilities but are infeasible to deploy and use reliably due to their dependence on prompting and billion-parameter language…