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A Comparative Survey of Instance Selection Methods Applied to NonNeural and Transformer-Based Text Classification
Washington Cunha, Felipe Viegas, Celso França, Thierson Rosa, Leonardo Rocha, Marcos A. Goncalves
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An Effective, Efficient, and Scalable Confidence-Based Instance Selection Framework for Transformer-Based Text Classification
Washington Cunha, Celso França, Guilherme Fonseca, Leonardo Rocha, Marcos A. Goncalves
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On the class separability of contextual embeddings representations – or The classifier does not matter when the (text) representation is so good!
Claudio Andrade, Fabiano M. Belém, Washington Cunha, Celso França, Felipe Viegas, Leonardo Rocha, Marcos A. Goncalves
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On the cost-effectiveness of neural and non-neural approaches and representations for text classification: A comprehensive comparative study
Washington Cunha, Vitor Mangaravite, Christian Gomes, Sérgio Canuto, Elaine Resende, Felipe Viegas, Celso França, Wellington Santos Martins, Cecilia Nascimento, Jussara Almeida, Thierson Rosa, Leonardo Rocha, Marcos A. Goncalves
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Stroke outcome measurements from electronic medical records: Cross-sectional study on theeffectiveness of neural and nonneural classifiers
Bruna Stella Zanotto, Ana Paula Beck da Silva Etges, Avner dal Bosco, Eduardo Gabriel Cortes, Renata Ruschel, Ana Claudia De Souza, Claudio M V Andrade, Felipe Viegas, Sérgio Canuto, Washington Cunha, Sheila Ouriques Martins, Renata Vieira, Carisi Polanczyk, Marcos André Goncalves
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Extended pre-processing pipeline for text classification: On the role of meta-feature representations,sparsification and selective sampling
Washington Cunha, Sérgio Canuto, Felipe Viegas, Thiago Salles, Christian Gomes, Vitor Mangaravite, Elaine Resende, Thierson Rosa, Marcos Gonçalves, Leonardo Rocha
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CluHTM - Semantic Hierarchical Topic Modeling based on CluWords
Felipe Viegas, Washington Cunha, Christian Gomes, Antonio Pereira, Leonardo Rocha, Marcos A. Goncalves
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Keep It Simple, Lazy - MetaLazy: A New MetaStrategy for Lazy Text Classification
Luiz Felipe Mendes, Washington Cunha, Thierson Couto-Rosa, Wellington Martins, Leonardo Rocha, Marcos A. Goncalves
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CluWords: Exploiting Semantic Word Clustering Representation for Enhanced Topic Modeling
Felipe Viegas, Washington Cunha, Sérgio Canuto, Christian Gomes, Sabir Ribas, Thierson Rosa, Leonardo Rocha, Marcos A. Goncalves
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A Feature-oriented Sentiment Rating for Mobile App Reviews
Washington Cunha, Felipe Viegas, Rafael Alencar, Fernando Mourão, Thiago Salles, Darlinton Carvalho, Marcos A. Goncalves, Leonardo Rocha
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