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...Proceedings of the wildre workshop lrec pages marseille june europeanlanguageresourcesassociation elra licensed under cc by nc lcube mahaner amarathinamedentityrecognitiondatasetand bertmodels parth patil aparna ranade maithili sabane onkar litake raviraj joshi pune institute computer technology indian madras maharashtra india chennai tamilnadu parthpatil ar msabane gmail com onkarlitake ieee org ravirajoshi abstract named entity recognition ner is a basic nlp task and finds major applications in conversational search systems it helps us identify key entities sentence used for downstream application or similar slot filling popular languages have been heavily commercial this work we focus on marathi an language spoken prominently people state low resource still lacks useful resources present first gold standard dataset also describe manual annotation guidelines followed during process end benchmark different cnn lstm transformer based models like mbert xlm roberta indicbert mahabert etc...