Author

Jonas Golde

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#natural language process... Jan 2026

What Matters When Building Universal Multilingual Named Entity Recognition Models?

Otter is presented, a small encoder model that achieves consistent improvements over strong multilingual NER baselines, outperforming similarly sized models by 5.7 percentage points in F1.

Jonas Golde, Patrick Haller, Alan Akbik · arXiv.org · 1 citation

#natural language process... Preprint Aug 2026

Error-Type-Aware Loss Reweighting for Robust Named Entity Recognition with Noisy LLM Labels

Large language models are increasingly used to annotate datasets for training smaller, task-specialized models such as named entity recognition. While this method yields effective models, it assumes that the synthetic dataset is correctly annotated. In this work, we find that (i) current fine-tuning processes simply ig...

Elena Merdjanovska, Jonas Golde, Alan Akbik · 0 citations