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 Representation Engineering in the Legal Domain: A Comparative Study of Linear and Non-Linear Probing for Initial Petition Classification. In <em>Anais do XXIII Encontro Nacional de Inteligência Artificial e Computacional</em>, outubro 19, 2026, Cuiabá/MT, Brasil. SBC, Porto Alegre, Brasil, 3677-3688. DOI: <a href="https://doi.org/10.5753/eniac.2026.31529">https://doi.org/10.5753/eniac.2026.31529</a>.