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Author

Carlos Caminha

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Open access Sep 2026

A Modular IPA Framework for Semantic Retrieval and Generation in Legal-Administrative Workflows

The growth of document collections has made manual analysis inefficient in contexts that require synthesis and traceability. This work proposes a framework for orchestrating pipelines in the context of Intelligent Process Automation (IPA), focused on processing unstructured data. The solution integrates OCR, NLP, machi...

Arthur C. e Silva, Robson Costa, Daniel Coutinho et al. · 0 citations
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. · 0 citations

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