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An artificial intelligence approach to automatically generate Cantonese meeting minutes for e-government

研究成果: Conference contribution同行評審

摘要

When artificial intelligence (AI) technology enters the world of acoustics, many projects that require audio processing are automated and no longer require much manual work. In particular, the use of the latest AI technologies to recognize speech and determine speakers makes it possible to generate meeting minutes entirely by machines. In the southeastern region of China (for example Hong Kong and Macao), people use Cantonese as the official language. Internal government meetings are usually conducted in Cantonese, and the executive department will request that the minutes be submitted as soon as possible after the meeting. In addition to the content of the speeches, the minutes must also include the identities of the corresponding speakers. During some periods of intensive meetings on new policy releases, our interpreters faced great pressure to script the exhausting meeting minutes. Due to the presence of local terms and personal names, even state-of-the-art large language models (LLMs) cannot fully suffice. Therefore, we propose a novel approach to solve such problems. This approach is a three-tier software architecture: the data tier (data processing), the service tier (AI models and web services), and the application tier (user interfaces). The implementation work is carried out using modern AI models (OpenAI's Whisper and Nvidia's TitaNet) and a dataset we created (Cantonese Policy Address, CPA). Training results (the word error rate is 33.81% and the equal error rate is 0.54) and validation results (confusion matrix up to 97%) show that our proposed approach improves automatic recognition precision, thus helping people understand the spirit of the meeting more effectively and quickly.

原文English
主出版物標題2025 IEEE International Conference on Systems, Man, and Cybernetics
主出版物子標題Navigating Frontiers: Smart Systems for a Dynamic World, SMC 2025 - Proceedings
發行者Institute of Electrical and Electronics Engineers Inc.
頁面7053-7059
頁數7
ISBN(電子)9798331533588
DOIs
出版狀態Published - 2025
事件2025 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2025 - Hybrid, Vienna, Austria
持續時間: 5 10月 20258 10月 2025

出版系列

名字Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
ISSN(列印)1062-922X
ISSN(電子)2577-1655

Conference

Conference2025 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2025
國家/地區Austria
城市Hybrid, Vienna
期間5/10/258/10/25

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