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arXiv 2004.14130cs.CLcs.SE
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用于复杂NLP和内容固化管道的工作流管理器

A Workflow Manager for Complex NLP and Content Curation Pipelines

DFKI GmbH(德国人工智能研究中心)

Julián Moreno-Schneider, Peter Bourgonje, Florian Kintzel, Georg Rehm

摘要:

我们提出了一个工作流管理器,用于灵活创建和定制NLP处理管道。工作流管理器解决了各种不同NLP任务和基于硬件的资源使用之间的互操作性挑战。基于四个关键原则的通用性,灵活性,可扩展性和效率,我们提出了第一个版本的工作流管理器,提供其自定义定义语言的细节,解释通信组件和一般的系统架构和设置。我们目前正在实施该系统,该系统以多个创新和转移项目中的真实行业用例为基础和动力。

英文摘要:

We present a workflow manager for the flexible creation and customisation of NLP processing pipelines. The workflow manager addresses challenges in interoperability across various different NLP tasks and hardware-based resource usage. Based on the four key principles of generality, flexibility, scalability and efficiency, we present the first version of the workflow manager by providing details on its custom definition language, explaining the communication components and the general system architecture and setup. We currently implement the system, which is grounded and motivated by real-world industry use cases in several innovation and transfer projects.

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。

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