3 papers
cs.IR2025
Ranking-based Fusion Algorithms for Extreme Multi-label Text Classification (XMTC)
Celso França, Gestefane Rabbi, Thiago Salles +3
In the context of Extreme Multi-label Text Classification (XMTC), where labels are assigned to text instances from a large label space, the long-tail distribution of labels present…
cs.CL2025
CTDGSI: A comprehensive exploitation of instance selection methods for automatic text classification. VII Concurso de Teses, Dissertações e Trabalhos de Graduação em SI -- XXI Simpósio Brasileiro de Sistemas de Informação
Washington Cunha, Leonardo Rocha, Marcos André Gonçalves
Progress in Natural Language Processing (NLP) has been dictated by the rule of more: more data, more computing power and more complexity, best exemplified by the Large Language Mod…
cs.CL2025
A thorough benchmark of automatic text classification: From traditional approaches to large language models
Washington Cunha, Leonardo Rocha, Marcos André Gonçalves
Automatic text classification (ATC) has experienced remarkable advancements in the past decade, best exemplified by recent small and large language models (SLMs and LLMs), leverage…