LLM Tool: A Hybrid Pipeline for Automated High-Throughput Text Annotation Using Local Language Models and BERT Classifiers

LLM Tool is an open-source Python package that runs a full hybrid text-annotation workflow from the command line, combining LLM-generated annotations with BERT classifier distillation to achieve a 109-395x inference speedup over direct LLM annotation on standard workstations.