计算机科学
业务流程管理
自动化
人工智能
业务规则
业务流程
过程(计算)
生成模型
生成语法
业务流程发现
变压器
机器学习
业务流程建模
过程建模
数据科学
在制品
工程类
机械工程
运营管理
电气工程
电压
操作系统
作者
Amin Beheshti,Jian Yang,Quan Z. Sheng,Boualem Benatallah,Fabio Casati,Schahram Dustdar,Hamid R. Motahari Nezhad,Xuyun Zhang,She‐Sheng Xue
标识
DOI:10.1109/icws60048.2023.00099
摘要
Generative Pre-trained Transformer (GPT) is a state-of-the-art machine learning model capable of generating human-like text through natural language processing (NLP). GPT is trained on massive amounts of text data and uses deep learning techniques to learn patterns and relationships within the data, enabling it to generate coherent and contextually appropriate text. This position paper proposes using GPT technology to generate new process models when/if needed. We introduce ProcessGPT as a new technology that has the potential to enhance decision-making in data-centric and knowledge-intensive processes. ProcessGPT can be designed by training a generative pre-trained transformer model on a large dataset of business process data. This model can then be fine-tuned on specific process domains and trained to generate process flows and make decisions based on context and user input. The model can be integrated with NLP and machine learning techniques to provide insights and recommendations for process improvement. Furthermore, the model can automate repetitive tasks and improve process efficiency while enabling knowledge workers to communicate analysis findings, support evidence, and make decisions. ProcessGPT can revolutionize business process management (BPM) by offering a powerful tool for process automation and improvement. Finally, we demonstrate how ProcessGPT can be a powerful tool for augmenting data engineers in maintaining data ecosystem processes within large bank organizations. Our scenario highlights the potential of this approach to improve efficiency, reduce costs, and enhance the quality of business operations through the automation of data-centric and knowledge-intensive processes. These results underscore the promise of ProcessGPT as a transformative technology for organizations looking to improve their process workflows.
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