Xiao-Yang Liu


2025

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FinNLP-FNP-LLMFinLegal-2025 Shared Task: Regulations Challenge
Keyi Wang | Jaisal Patel | Charlie Shen | Daniel Kim | Andy Zhu | Alex Lin | Luca Borella | Cailean Osborne | Matt White | Steve Yang | Kairong Xiao | Xiao-Yang Liu
Proceedings of the Joint Workshop of the 9th Financial Technology and Natural Language Processing (FinNLP), the 6th Financial Narrative Processing (FNP), and the 1st Workshop on Large Language Models for Finance and Legal (LLMFinLegal)

Financial large language models (FinLLMs) have been applied to various tasks in business, finance, accounting, and auditing. Complex financial regulations and standards are critical to financial services, which LLMs must comply with. However, FinLLMs’ performance in understanding and interpreting financial regulations has rarely been studied. Therefore, we organize the Regulations Challenge, a shared task at COLING FinNLP-FNP-LLMFinLegal-2025. It encourages the academic community to explore the strengths and limitations of popular LLMs. We create 9 novel tasks and corresponding question sets. In this paper, we provide an overview of these tasks and summarize participants’ approaches and results. We aim to raise awareness of FinLLMs’ professional capability in financial regulations and industry standards.

2024

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FinNLP-AgentScen-2024 Shared Task: Financial Challenges in Large Language Models - FinLLMs
Qianqian Xie | Jimin Huang | Dong Li | Zhengyu Chen | Ruoyu Xiang | Mengxi Xiao | Yangyang Yu | Vijayasai Somasundaram | Kailai Yang | Chenhan Yuan | Zheheng Luo | Zhiwei Liu | Yueru He | Yuechen Jiang | Haohang Li | Duanyu Feng | Xiao-Yang Liu | Benyou Wang | Hao Wang | Yanzhao Lai | Jordan Suchow | Alejandro Lopez-Lira | Min Peng | Sophia Ananiadou
Proceedings of the Eighth Financial Technology and Natural Language Processing and the 1st Agent AI for Scenario Planning