Fine Tuning Named Entity Extraction Models for the Fantasy Domain

arXiv:2402.10662v1 Announce Type: new
Abstract: Named Entity Recognition (NER) is a sequence classification Natural Language Processing task where entities are identified in the text and classified into predefined categories. It acts as a foundation for most information extraction systems. Dungeons and Dragons (D&D) is an open-ended tabletop fantasy game with its own diverse lore. DnD entities are domain-specific and are thus unrecognizable by even the state-of-the-art off-the-shelf NER systems as the NER systems are trained on general data for pre-defined …

abstract arxiv classification cs.cl domain dungeons and dragons extraction fantasy foundation game information information extraction language language processing natural natural language natural language processing ner processing recognition systems text type