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Ruoli Gan

2 accepted papers

2025

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Yuzhe Yang, Yifei Zhang, Yan Hu, Yilin Guo, Ruoli Gan, Yueru He +7
NAACL 2025findings

This paper introduces the UCFE: User-Centric Financial Expertise benchmark, an innovative framework designed to evaluate the ability of large language models (LLMs) to handle complex real-world financial tasks. UCFE benchmark adopts a hybrid approach that combines human expert evaluations with dynam…

Cited by 7Source ↗PDF ↗code ↗Scholar ↗
2025

UCL-Bench: A Chinese User-Centric Legal Benchmark for Large Language Models

Ruoli Gan, Duanyu Feng, Chen Zhang, Zhihang Lin, Haochen Jia, Hao Wang +5
NAACL 2025findings

Existing legal benchmarks focusing on knowledge and logic effectively evaluate LLMs on various tasks in legal domain. However, few have explored the practical application of LLMs by actual users. To further assess whether LLMs meet the specific needs of legal practitioners in real-world scenarios, w…

Cited by 0Source ↗PDF ↗code ↗Scholar ↗