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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…
cs.CL2024
A Strategy to Combine 1stGen Transformers and Open LLMs for Automatic Text Classification
Claudio M. V. de Andrade, Washington Cunha, Davi Reis +3
Transformer models have achieved state-of-the-art results, with Large Language Models (LLMs), an evolution of first-generation transformers (1stTR), being considered the cutting ed…