A Report on Financial Regulations Challenge at COLING 2025
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arXiv
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| Autori principali: | , , , , , , , , , , , |
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| Natura: | Preprint |
| Pubblicazione: |
2024
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| _version_ | 1866910781763747840 |
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| author | Wang, Keyi Patel, Jaisal Shen, Charlie Kim, Daniel Zhu, Andy Lin, Alex Borella, Luca Osborne, Cailean White, Matt Yang, Steve Xiao, Kairong Yanglet, Xiao-Yang Liu |
| author_facet | Wang, Keyi Patel, Jaisal Shen, Charlie Kim, Daniel Zhu, Andy Lin, Alex Borella, Luca Osborne, Cailean White, Matt Yang, Steve Xiao, Kairong Yanglet, Xiao-Yang Liu |
| contents | 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 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_11159 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A Report on Financial Regulations Challenge at COLING 2025 Wang, Keyi Patel, Jaisal Shen, Charlie Kim, Daniel Zhu, Andy Lin, Alex Borella, Luca Osborne, Cailean White, Matt Yang, Steve Xiao, Kairong Yanglet, Xiao-Yang Liu Computational Engineering, Finance, and Science 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 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. |
| title | A Report on Financial Regulations Challenge at COLING 2025 |
| topic | Computational Engineering, Finance, and Science |
| url | https://arxiv.org/abs/2412.11159 |