For example, in biomedical domain, the number of unseen biomedical entity mentions (such as disease names, chemical names), their abbreviations or acronyms, as well as multiple names of the same entity is growing fast with the rapid increase of biomedical literatures and clinical records.
the performance of a learning based NER system relies heavily on data annotation, which is quite expensive.