FewTopNER reports that adding a topic-modeling branch to a prototype-based few-shot NER model improves multilingual F1 by 2.5 to 4.0 points and increases topic coherence scores.
Large language model-driven sem i-automated construction of named entity datasets in specific knowledge domain
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FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual Framework
FewTopNER reports that adding a topic-modeling branch to a prototype-based few-shot NER model improves multilingual F1 by 2.5 to 4.0 points and increases topic coherence scores.