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Mirco Schönfeld

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Book Open access Nov 2026

Beyond Keywords: Training-Free Entity Linking for Multilingual Research Metadata

Research collections in the humanities and social sciences describe overlapping subjects under divergent cataloguing practices, so records that belong together stay unconnected across databases. Stable identifiers would make the overlap machine-readable, but assigning them means disambiguating keywords that are short,...

Jia-Yu Yang, D. Nandini, Frédérick Madore et al. · 0 citations
#data science Book Open access Nov 2026

Beyond Keywords: Training-Free Entity Linking for Multilingual Research Metadata

Context-Aware Routing for Entity Linking (CAREL), a training-free pipeline that links research metadata keywords to Wikidata QIDs through a four-layer cascade, is presented, a novel signal that turns the agreement of retrieval ranks across language-specific queries into a measure of linking confidence without requiring...

Jia-Yu Yang, D. Nandini, Frédérick Madore et al. · 0 citations

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