The paper establishes a support-set domination boundary governed by kill-signature heterogeneity that separates when class-level MR abstraction suffices from when mutant-level minimization is required, proving the Min-MR-Complete problem NP-hard via set-cover equivalence.
Search-based selection of metamorphic relations for optimized robustness testing of large language models
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A systematic survey of 93 studies that maps the bidirectional relationship between metamorphic testing and LLMs, proposing a taxonomy for MT applied to LLMs and LLMs applied to MT.
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Minimum Complete MR Subsets under Semantic-Mutation Fault Models: A Support-Set Domination Boundary
The paper establishes a support-set domination boundary governed by kill-signature heterogeneity that separates when class-level MR abstraction suffices from when mutant-level minimization is required, proving the Min-MR-Complete problem NP-hard via set-cover equivalence.
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Bidirectional Empowerment of Metamorphic Testing and Large Language Models: A Systematic Survey
A systematic survey of 93 studies that maps the bidirectional relationship between metamorphic testing and LLMs, proposing a taxonomy for MT applied to LLMs and LLMs applied to MT.