NER Annotation: How to Build High-Quality Named Entity Recognition Datasets

Named Entity Recognition is one of the most critical NLP tasks — and its quality depends entirely on the annotation. This guide covers how to design NER annotation guidelines, manage entity boundary disputes, handle multilingual text, and measure inter-annotator agreement.