João Lucas Sarcinelli and Ricardo Marcacini. 2025. Text2Graph: Combining Lightweight LLMs and GNNs for Efficient Text Classification in Label-Scarce Scenarios. In Anais Estendidos do XXXVII International Symposium on Computer Architecture and High Performance Computing, outubro 28, 2025, Bonito/MS, Brasil. SBC, Porto Alegre, Brasil, 124-130.