Self-reflection in Automated Qualitative Coding: Improving Text Annotation through Secondary LLM Critique

Zackary Okun Dunivin, Mobina Noori, Seth Frey +1

Large language models (LLMs) allow for sophisticated qualitative coding of large datasets, but zero- and few-shot classifiers can produce an intolerable number of errors, even with…