In an evaluation on two PREEvision Electric/Electronic-architecture models using automatically derived questions, it is found that text embedding models are capable of capturing the semantics of model elements, however, they often only find anchor points in the model and struggle to retrieve all relevant model elements...
Julian Roßkothen, David Inca Pilco, Tobias Hey et al.· 0 citations
Context and Motivation] Semi-formal syntax templates for natural language requirements positively impact various requirements metrics, such as singularity. Using templates such as MASTeR or EARS also improves understandability. Requirements that conform to templates are easier for humans to understand than unrestricted...
Julian Roßkothen, Dominik Fuchß, Florian Erdösi et al.· IEEE International Requireme...· 1 citation
Evaluated on real-world system-level requirements documents, comprising more than 720 requirements and 72 use cases, the approach generates system-level diagrams comparable to those created by experts and provides valuable architectural recommendations.
Bastian Franze, Dominik Fuchß, Friedrich Wattenberg et al.· IEEE International Requireme...· 0 citations
This approach uses LLMs to infer candidate specifications solely from test code and dynamic execution traces: the LLM observes only the program interface, selected inputs, and corresponding outputs or state changes, while the implementation internals remain hidden.
Tian-Hai Liu, Maximilian Müller, Tobias Hey et al.· 0 citations
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