<ul><li>This paper introduces RiskData, a dataset curated for enhancing embedding models in risk management.</li><li>They also introduce RiskEmbed, a finetuned embedding model designed to improve retrieval accuracy in financial question-answering systems.</li><li>The dataset is derived from 94 regulatory guidelines published by the Office of the Superintendent of Financial Institutions from 1991 to 2024.</li><li>Experimental results show that RiskEmbed outperforms general-purpose and financial embedding models, achieving significant improvements in ranking metrics.</li></ul>

Generative AI Enhanced Financial Risk Management Information Retrieval

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