To Err Is Human; To Annotate, SILICON? Toward Robust Reproducibility in LLM Annotation

Xiang Cheng, Raveesh Mayya, João Sedoc

Unstructured text data annotation is foundational to management research. LLMs offer a cost-effective and scalable alternative to human annotation, but they introduce a novel chall…