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Description of P3168 0000New IEEE Standard - Active - Draft. The Natural Language Processing (NLP) services using machine learning have rich applications in solving various tasks, and have been widely deployed and used, usually accessible by API calls. The robustness of the NLP services is challenged by various well-known general corruptions and adversarial attacks. Examples of general corruptions include inadvertent or random deletion, addition, or repetition of characters or words. Adversarial attacks generate adversarial characters, words or sentence samples causing the models underpinning the NLP services to produce incorrect results. This standard proposes a method for quantitatively evaluating the robustness the NLP services. Under the method, different cases the evaluation needs to perform against are specified. Robustness metrics and their calculation are defined. With the standard, the service stakeholders including the service developer, service providers, and service users can develop understanding of the robustness of the services. The evaluation can be performed during various phases in the life cycle of the NLP services, the testing phase, in the validation phase, after deployment, etc.Subscription InformationMADCAD.com IEEE Standards subscriptions are annual and access is unlimited concurrency based (number of people that can access the subscription at any given time. Listed IEEE Standards prices are applicaple for US firms whose annual revenue is less than $400 million. All others, please contact us at info@madcad.com or +1 800.798.9296.
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About IEEEIEEE is the world's largest professional association dedicated to advancing technological innovation and excellence for the benefit of humanity. IEEE and its members inspire a global community through IEEE's highly cited publications, conferences, technology standards, and professional and educational activities. IEEE, pronounced "Eye-triple-E," stands for the Institute of Electrical and Electronics Engineers. The association is chartered under this name and it is the full legal name. IEEE creates an environment where members collaborate on world‐changing technologies – from computing and sustainable energy systems, to aerospace, communications, robotics, healthcare, and more. The strategic plan of IEEE is driven by an envisioned future that realizes the full potential of the role IEEE plays in advancing technology for humanity. The IEEE Brand Identity Toolkit explains the basic usage rules for all corporate identity elements and how to utilize them to create a powerful and consistent communications pieces. IEEE is led by a diverse body of elected and appointed volunteer members. The governance structure includes boards for operational areas as well as bodies representing members in the 45 Societies and technical Councils and ten worldwide geographic regions. |
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