Before revision:  In this work we propose an alternative approach to building low-resource Named Entity Recognition (NER) models using " non-speaker " (NS) annotations, provided by annotators with no prior experience in the target language.
After revision:  In this work we propose an alternative approach to building low-resource Named Entity Recognition (NER) models using `` non-speaker " (NS) annotations, provided by annotators with no prior experience in the target language.