Publications

MultiClinAI working note:

  • Ramirez-Arrabe A, Martinez-Romo J, Duque A. LSI_UNED at MultiClinAI 2026: grid-based biomedical named entity recognition across languages and entity types. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Molino Piñar L, Diaz-Galiano MC, Martín-Valdivia MT. SINAI at MultiClinAI 2026: multilingual clinical NER with MrBERT-biomed and Optuna hyperparameter optimization. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Jonker RAA, Matos S. BIT.UA at #SMM4H-HeaRD 2026: towards multi-class multilingual clinical entity recognition with multi-head CRF ensembles. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Sharma K, Singhal R, Bedi J. blue at SMM4H-HeaRD 2026: class-weighted transformer ensembles with structured decoding and chain-of-thought blending across six health NLP shared tasks. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • van Es B. DT4H.nl at #SMM4H-HeaRD 2026: multilingual clinical NER with multilingual and monolingual models. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Vassileva S, Ilieva P, Kostadinov T, Petkova MP, Manchevski D, Doynov V, et al. Enigma at #SMM4H-HeaRD 2026: leveraging multilingual pre-trained models for clinical named entity recognition. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Rey-Blanes A, Giménez-Gómez S, Veredas FJ, Moreno-Barea FJ. ICB-UMA at #SMM4H-HeaRD 2026: hybrid clinical entity projection for MultiClinAI: adaptive candidate windows, XGBoost, and LLM refinement. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Arnoult S, Chen S, Vossen P. LotusOrchid at #SMM4H-HeaRD 2026: fitting pretrained encoders for Dutch medical data. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Danoe G, Berends MS, Voss A, Hamprecht A. Dr-BERT-NL at #SMM4H-HeaRD 2026: DOKTERBERT—ontology-grounded contextual representations for Dutch clinical NLP. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Remy F. Parallia at #SMM4H-HeaRD 2026: ClinicalAligner26AM: a cross-lingual aligner for dataset translation; evidences from the MultiClinCorpus shared task. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Zelina P, Novacek V. Discovery@FI at #SMM4H-HeaRD 2026: ensemble character classifier for multilingual clinical NER. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Das N, Aich R, Chowdhury M. Vinland_Vector at #SMM4H-HeaRD 2026: multilingual ADE detection and query-augmented clinical NER for English. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.
  • Danu MD. SIEMENS at #SMM4H-HeaRD 2026: the impact of training strategy and backbone selection on BERT-based multilingual clinical NER. In: Proceedings of the 11th Social Media Mining for Health (#SMM4H) and Health Real-World Data (HeaRD) Workshop and Shared Tasks. Association for Computational Linguistics; 2026.