Papers with entity linking accuracy
Neural Cross-Lingual Coreference Resolution And Its Application To Entity Linking (P18-2)
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| Challenge: | a cross-lingual coreference model is based on multi-lingual embeddings and language independent features. |
| Approach: | They propose a crosslingual coreference model that builds on multi-lingual embeddings and language independent features. |
| Outcome: | The proposed model outperforms the existing models on Chinese and Spanish test sets. |
MedLinkDE – MedDRA Entity Linking for German with Guided Chain of Thought Reasoning (2025.emnlp-main)
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Roman Christof, Farnaz Zeidi, Manuela Messelhäußer, Dirk Mentzer, Renate Koenig, Liam Childs, Alexander Mehler
| Challenge: | In pharmacovigilance, effective automation of medical data structuring is critical. |
| Approach: | They propose a German real-world MedDRA dataset that uses embedding models to retrieve medical terms and guided chain-of-thought re-ranking using LLMs. |
| Outcome: | The proposed approach shows that it is feasible to integrate German data with German MedDRA datasets under the constraints of data scarcity. |