12 citations · 15 across the 15 of their papers we have counts for
3 papers · 1 filter
Error-Type-Aware Loss Reweighting for Robust Named Entity Recognition with Noisy LLM Labels
Elena Merdjanovska, Jonas Golde, Alan Akbik
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…
news-crawler-LM: A Small Long-Context Model For High-Quality News Crawling
Pascal Stolzenburg, Jonas Golde, Max Dallabetta +1
Extracting structured content from news pages remains challenging due to heterogeneous HTML layouts, inconsistent markup, and substantial boilerplate such as navigation elements an…
What Matters When Building Universal Multilingual Named Entity Recognition Models?
Jonas Golde, Patrick Haller, Alan Akbik
Recent progress in universal multilingual named entity recognition (NER) has been driven by multilingual transformer models, task-specific architectures, custom loss functions, and…