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Renato Vicente

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Persona-Model Collapse in Emergent Misalignment

Fine-tuning large language models on narrow data with harmful content produces broadly misaligned behavior on unrelated prompts, a phenomenon known as emergent misalignment. We propose that emergent misalignment involves persona-model collapse: a deterioration of the internal representations that encode and distinguish...

D. B. Costa, Renato Vicente · 3 citations
Jul 2026

Kolmogorov-Arnold Networks for Small Language Models

Small-basis KANs provide a practical, corpus-transferable interface for auditing learned scalar transformations, but the tested replacements show no consistent benchmark, quality, or latency advantage over strong MLP baselines.

Felippe Alves, Renato Vicente · 0 citations

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