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Arthur Santos Viana de Oliveira

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Open access Jul 2026

Dataset Inference in Fine-Tuned Large Language Models: A Comparative Study

ParameterEfficient Fine-Tuning (PEFT) mitigates data leakage in Llama and Gemma and Qwen remain highly vulnerable across all adaptation methods (p < 0.05), while Gemma and Qwen remain highly vulnerable across all adaptation methods.

Gabriel Vaz de Oliveira, Arthur Santos Viana de Oliveira, V. A. E. de Farias et al. · Anais do LIII Seminário Inte... · 0 citations