extreme multi-label classification 1generative ai 1german literature 1library science 1long-tail classification 1subject indexing 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.IR2026
Does generative AI supersede supervised XMLC? A Benchmark Study on Automated Subject Indexing with German Scientific Literature
Maximilian Kähler, Maximilian Kähler, Katja Konermann +2
The paper benchmarks supervised extreme multi-label classification methods against generative LLM approaches for automatically assigning subject headings to German scientific publi…
cs.CL2025
DNB-AI-Project at SemEval-2025 Task 5: An LLM-Ensemble Approach for Automated Subject Indexing
Lisa Kluge, Maximilian Kähler
This paper presents our system developed for the SemEval-2025 Task 5: LLMs4Subjects: LLM-based Automated Subject Tagging for a National Technical Library's Open-Access Catalog. Our…