Software Testing

Bias Testing and Mitigation in Black Box LLMs using Metamorphic Relations
We propose a unified framework using metamorphic relations for systematic bias evaluation and mitigation in black-box LLMs.
Sina Salimian, Gias Uddin, Sumon Biswas, Henry Leung
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Applying Ant Colony Optimization in Software testing to Generate Prioritized Optimal Path and Test Data
Ant colony optimization (ACO) based algorithm has been proposed which will generate set of optimal paths and prioritize the paths. Additionally, the approach generates test data sequence within the domain to use as inputs of the generated paths. Proposed approach guarantees full software coverage with minimum redundancy.
Sumon Biswas, M Shamim Kaiser, Shamin Al Mamun
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Applying Ant Colony Optimization in Software testing to Generate Prioritized Optimal Path and Test Data