Research
102d agoCategorizing 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.
The Signal
Practitioners should evaluate small-scale models before deploying expensive generative APIs for simple labeling tasks.