Research6d ago
Research
Categorizing Data Without Large Language Models
Traditional classification methods often outperform LLMs in specific, narrow domains. Developers are rediscovering that Random Forests and SVMs offer lower latency and higher predictability for structured data. These lightweight alternatives reduce compute costs. Practitioners should evaluate small-scale models before deploying expensive generative APIs for simple labeling tasks.