Author

Fu-Sheng Jin

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#artificial intelligence Preprint Sep 2026

URA-NER: A Unified Retrieval-Augmented Framework with Retrieval Alignment and Uncertainty Reduction for Low-Resource NER

A novel unified retrieval-augmented framework, URA-NER, including three key components: Progressive Granularity Retrieval, Model-aware Representation Enhancement, and Reason-aware Knowledge Verification is proposed, including three key components: Progressive Granularity Retrieval, Model-aware Representation Enhancemen...

Jing-Yu Wang, Shijie Wu, Fu-Sheng Jin · 0 citations

Conference Open access Sep 2026

Mitigating Entity Type Confusion in Cross-Domain NER via Multidimensional Quantification and Reasoning Enhancement

Cross-domain Named Entity Recognition (CD-NER) aims to transfer the rich knowledge in the source domain to the target domain. Recent studies adopting decomposition or generation paradigms have achieved significant performance improvements, demonstrating high accuracy in entity span detection. However, during entity typ...

Jing-Yu Wang, Shijie Wu, Fu-Sheng Jin · Proceedings of the Thirty-Fi... · 0 citations