Neural Language Models and Few Shot Learning for Systematic Requirements Processing in MDSE

Author:

Bertram Vincent1,Boß Miriam1,Kusmenko Evgeny1,Nachmann Imke Helene1,Rumpe Bernhard1,Trotta Danilo1,Wachtmeister Louis1

Affiliation:

1. RWTH Aachen University, Germany

Funder

German Federal Ministry for Economic Affiars and Climate Action

Publisher

ACM

Reference33 articles.

1. Waad Alhoshan , Liping Zhao , Alessio Ferrari , and Keletso J . Letsholo . 2022 . A Zero-Shot Learning Approach to Classifying Requirements : A Preliminary Study. In Requirements Engineering: Foundation for Software Quality, Vincenzo Gervasi and Andreas Vogelsang (Eds.). Springer International Publishing , Cham. 52–59. isbn:978-3-030-98464-9 Waad Alhoshan, Liping Zhao, Alessio Ferrari, and Keletso J. Letsholo. 2022. A Zero-Shot Learning Approach to Classifying Requirements: A Preliminary Study. In Requirements Engineering: Foundation for Software Quality, Vincenzo Gervasi and Andreas Vogelsang (Eds.). Springer International Publishing, Cham. 52–59. isbn:978-3-030-98464-9

2. Artifact and reference models for generative machine learning frameworks and build systems

3. Jan Steffen Becker , Vincent Bertram , Tom Bienmüller , Udo Brockmeyer , Heiko Dörr , Thomas Peikenkamp , and Tino Teige . 2018 . Interoperable Toolchain for Requirements-Driven Model-Based Development. In 9th European Congress Embedded Real Time Software and Systems ERTS ’2018 . Jan Steffen Becker, Vincent Bertram, Tom Bienmüller, Udo Brockmeyer, Heiko Dörr, Thomas Peikenkamp, and Tino Teige. 2018. Interoperable Toolchain for Requirements-Driven Model-Based Development. In 9th European Congress Embedded Real Time Software and Systems ERTS ’2018.

4. Vincent Bertram , Miriam Boß , Evgeny Kusmenko , Imke Helene Nachmann , Bernhard Rumpe, Danilo Trotta, and Louis Wachtmeister. 2022 . Technical Report on Neural Language Models and Few-Shot Learning for Systematic Requirements Processing in MDSE. https://doi.org/10.48550/ARXIV.2211.09084 10.48550/ARXIV.2211.09084 Vincent Bertram, Miriam Boß, Evgeny Kusmenko, Imke Helene Nachmann, Bernhard Rumpe, Danilo Trotta, and Louis Wachtmeister. 2022. Technical Report on Neural Language Models and Few-Shot Learning for Systematic Requirements Processing in MDSE. https://doi.org/10.48550/ARXIV.2211.09084

5. Vincent Bertram , Shahar Maoz , Jan Oliver Ringert , Bernhard Rumpe, and Michael von Wenckstern. 2017 . Component and Connector Views in Practice : An Experience Report. In MODELS’ 17. Vincent Bertram, Shahar Maoz, Jan Oliver Ringert, Bernhard Rumpe, and Michael von Wenckstern. 2017. Component and Connector Views in Practice: An Experience Report. In MODELS’17.

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