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cs.CL2025
Effective Multi-Task Learning for Biomedical Named Entity Recognition
João Ruano, Gonçalo M. Correia, Leonor Barreiros +1
Biomedical Named Entity Recognition presents significant challenges due to the complexity of biomedical terminology and inconsistencies in annotation across datasets. This paper in…
cs.CL2024
Multi-Target Cross-Lingual Summarization: a novel task and a language-neutral approach
Diogo Pernes, Gonçalo M. Correia, Afonso Mendes
Cross-lingual summarization aims to bridge language barriers by summarizing documents in different languages. However, ensuring semantic coherence across languages is an overlooked…
cs.CL2023
Supervising the Centroid Baseline for Extractive Multi-Document Summarization
Simão Gonçalves, Gonçalo Correia, Diogo Pernes +1
The centroid method is a simple approach for extractive multi-document summarization and many improvements to its pipeline have been proposed. We further refine it by adding a beam…