Research
101d agoCategorizing Data Without Large Language Models
A new approach replaces expensive LLM calls with deterministic logic and smaller classifiers for data categorization. This method reduces latency and token costs while maintaining high precision for structured labeling tasks. Practitioners can now deploy lightweight pipelines that avoid the unpredictability of generative models.
The Signal
It proves that simple heuristics often outperform complex neural networks.