Metamorphic Relation Generation: State of the Art and Visions for Future Research
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Abstract (arXiv)
Metamorphic testing has become one mainstream technique to address the notorious oracle problem in software testing, thanks to its great successes in revealing real-life bugs in a wide variety of software systems. Metamorphic relations, the core component of metamorphic testing, have continuously attracted research interests from both academia and industry. In the last decade, a rapidly increasing number of studies have been conducted to systematically generate metamorphic relations from various sources and for different application domains. In this article, based on the systematic review on the state of the art for metamorphic relations' generation, we summarize and highlight visions for further advancing the theory and techniques for identifying and constructing metamorphic relations, and discuss potential research trends in related areas.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Jun 2024.
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Citing papers per year: 2025: 1; 2026: 2.
3 papers.
- 2025LLM Assisted Coding with Metamorphic Specification Mutation Agentcited by 1
- 2026Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limitscited by 1
- 2026NormWorlds-CF: Solver-Verified Counterfactual Normative Reasoning with Metamorphic-Relation GRPOcited by 0
- 2026Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits18 Jul 2026
- 2026NormWorlds-CF: Solver-Verified Counterfactual Normative Reasoning with Metamorphic-Relation GRPO4 Jul 2026
- 2025LLM Assisted Coding with Metamorphic Specification Mutation Agent23 Nov 2025