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#entity-linking

LELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation

arXiv cs.AI · 2026-05-27 Cached

LELA is an LLM-based entity linking framework that combines zero-shot NER and entity disambiguation into an end-to-end Python library, validated across diverse settings.

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#entity-linking

BeLink: Biomedical Entity Linking Meets Generative Re-Ranking

arXiv cs.CL · 2026-05-22 Cached

BeLink introduces a set-wise instruction-tuning formulation for generative re-ranking in biomedical entity linking, achieving 3-24% accuracy improvements and faster inference compared to state-of-the-art systems.

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What Do Biomedical NER and Entity Linking Benchmarks Measure? A Corpus-Centric Diagnostic Framework

arXiv cs.CL · 2026-05-21 Cached

This paper presents a corpus-centric diagnostic framework for analyzing biomedical NER and EL benchmarks, revealing substantial differences across nine corpora and arguing that standard statistics are insufficient for characterizing evaluation demands.

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