LATIDIA · Ciberseguridad

FinRED: un marco de generación y evaluación de puntos de referencia guiado por expertos para la formación en red de LLM financiero

arXiv: 2606.19887v3Tipo de anuncio: reemplazar Resumen: Los puntos de referencia de seguridad existentes se dirigen a escenarios adversarios generales pero pierden riesgos específicos de finanzas. Los LLM financieros se enfrentan a infracciones de cumplimiento normativo, facilitación del fraude

La noticia

arXiv:2606.19887v3 Announce Type: replace Abstract: Existing safety benchmarks target general adversarial scenarios but miss finance-specific risks. Financial LLMs face regulatory compliance violations, fraud facilitation, and systemic trust erosion that require targeted evaluation. We introduce FinRED, an expert-guided red-teaming framework for financial LLM safety evaluation developed with financial experts. FinRED uses a novel two-level taxonomy mapping global standards (e.g., FATF and EU DORA) to threats ranging from regulatory evasion to complex fraud, integrated with a scalable pipeline that converts real financial documents into context-rich red-teaming Behavioral Prompts (seeds) through an expert-defined schema. Rigorous expert validation confirms seed plausibility and realism for meaningful LLM safety evaluation. We also provide an expert-validated, finance-specific