Séminaire Cournot – Svitlana Vyetrenko (J. P. Morgan AI Research / Chaire Gutenberg)

Détails de l'événement :

Nous avons le plaisir d’accueillir pour la prochaine séance du séminaire Cournot du BETA organisé avec le soutien de la FSEG ce vendredi 22/05, en Sale EHUD, à 14h00 :

Svitlana Vyetrenko (J. P. Morgan AI Research / Chaire Gutenberg)

qui nous présentera son article intitulé

Language Models for Numerical Reasoning in Regulated Industries

Abstract: Language models are rapidly transforming workflows in finance and other regulated industries, offering substantial gains in productivity through natural language interfaces and fast processing of unstructured data. However, their adoption in numerical domains remains constrained by fundamental limitations: standard large language models are optimized for next-token text prediction rather than numerical accuracy, and they struggle with hallucinations, latency, privacy, and regulatory requirements such as auditability and explainability. In this talk, we present a framework for adapting language models to numerical reasoning tasks in regulated environments. We discuss several complementary approaches and illustrate our ideas through real-world use cases.