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Md Mainul Islam

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#software testing Book Open access Oct 2026

Whose Specification Did You Test? The Hidden Interpretation Bias in LLM-Generated Test Suites

This work examines three test-generation strategies that vary in coverage and emphasis on ambiguous behaviours and discusses the implications for autonomous software engineering pipelines in which a single model generates both code and tests from the same specification.

Md Mainul Islam · 0 citations

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