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extreme multi-label classification 1generative ai 1german literature 1library science 1long-tail classification 1subject indexing 1

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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…