MuMuTestUp is a mutation-guided multi-agent framework for updating test cases in evolving software that strengthens assertions via surviving mutants, targets specific coverage gaps, and uses semantic search instead of exact matching.
InProceedings of the 2017 11th Joint Meeting on Foundations of Software Engineering (Paderborn, Germany)(ESEC/FSE 2017)
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MutDafny uses 40 mutation operators on 794 real-world Dafny programs to detect weak specifications, manually confirming five such cases at a rate of one per 241 lines.
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MuMuTestUp: Mutation-based Multi-Agent Test Case Update
MuMuTestUp is a mutation-guided multi-agent framework for updating test cases in evolving software that strengthens assertions via surviving mutants, targets specific coverage gaps, and uses semantic search instead of exact matching.
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MutDafny: A Mutation-Based Approach to Assess Dafny Specifications
MutDafny uses 40 mutation operators on 794 real-world Dafny programs to detect weak specifications, manually confirming five such cases at a rate of one per 241 lines.