Papers by Liuyang Bai
FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain (2025.emnlp-main)
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| Challenge: | Recent LLMs have demonstrated promising ability in solving finance related problems, but applying them in real-world finance applications remains challenging due to its high risk and high stakes property. |
| Approach: | They propose a benchmark specifically designed for evaluating the trustworthiness of LLMs in finance applications. |
| Outcome: | The proposed benchmark outperforms proprietary models in most tasks while open-source models have advantage in specific areas like industry-level fairness. |