[Survey Request] Industry Standards and Pain Points for LLM Evaluation in Finance

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Yongjae Lee

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Jan 2, 2026, 9:53:42 AM (7 days ago) Jan 2

to AI in Finance Worldwide

Dear Colleagues in the AI in Finance Community,

I hope this email finds you well.

As Large Language Models (LLMs) continue to rapidly transform the financial landscape, establishing robust evaluation standards and identifying real-world challenges has become more critical than ever.

We are currently working on an article focused on the applications and pitfalls of LLMs in Finance. Our team includes a diverse group of researchers and practitioners from both academia and industry: Prof. Stefan Zohren and Yaxuan Kong (Oxford), Prof. Bradford Levy (Chicago Booth), Prof. Alejandro Lopez-Lira (University of Florida), Dr. Qingsong Wen (Squirrel AI), Dr. Chanyeol Choi (LinqAlpha), Prof. Yoontae Hwang (Pusan National University), Prof. Yongjae Lee and Hoyoung Lee (UNIST).

To ensure our research reflects the current state of the industry, we are conducting a brief survey to gather insights from financial AI researchers and practitioners. Your expertise will be invaluable in identifying industry standards and the specific "pain points" encountered when deploying LLMs in financial contexts.

Survey Details:

Topic: LLM Evaluation in Finance
Estimated Time: Less than 5 minutes
Link: Take the Survey Here

We would be deeply grateful if you could spare a few minutes of your time to share your experiences. Additionally, please feel free to forward this request to any colleagues or professional networks who are working in this space.

Thank you very much for your contribution to this community-wide effort. We look forward to sharing our findings with you in the near future.