智能过程自动化的评价
On the Evaluation of Intelligent Process Automation
摘要:
智能流程自动化(IPA)正在成为人工智能的一个子领域,以支持长尾流程的自动化,这需要在不同系统之间协调任务。到目前为止,IPA领域主要由系统和用例驱动,缺乏对任务及其评估的更正式定义。本文旨在解决这一差距,提供了一个正规化的IPA,并提出具体的指标,以支持IPA系统的实证评估。这项工作还比较和对比IPA与相关的任务,如最终用户编程和程序合成。
英文摘要:
Intelligent Process Automation (IPA) is emerging as a sub-field of AI to support the automation of long-tail processes which requires the coordination of tasks across different systems. So far, the field of IPA has been largely driven by systems and use cases, lacking a more formal definition of the task and its assessment. This paper aims to address this gap by providing a formalisation of IPA and by proposing specific metrics to support the empirical evaluation of IPA systems. This work also compares and contrasts IPA against related tasks such as end-user programming and program synthesis.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。