STMutants is the first publicly available mutation testing benchmark for IEC 61131-3 Structured Text programs, with 108 retained mutants from 11 sources and LLM detection accuracies up to 94.4%.
Automated control logic test case generation using large language models,
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A clustering-based pipeline generates individual and integration-level test specifications from thousands of automotive requirements by grouping embeddings, summarizing clusters, and applying LLM calls with bounded context and standards grounding.
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STMutants: A Mutation Testing Dataset for Structured Text Programs in Industrial Automation
STMutants is the first publicly available mutation testing benchmark for IEC 61131-3 Structured Text programs, with 108 retained mutants from 11 sources and LLM detection accuracies up to 94.4%.
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Cluster-Aware Dual-Level Test Specification Generation for Large-Scale Automotive Software Requirements
A clustering-based pipeline generates individual and integration-level test specifications from thousands of automotive requirements by grouping embeddings, summarizing clusters, and applying LLM calls with bounded context and standards grounding.