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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Jonathan Bell

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#software testing Book Open access Oct 2026

Curated Semantic Mutants: Multi-purpose Artifacts for Grading and Hinting Student Test Suites

A human-LLM workflow that pairs each curated semantic mutant with an instructor-approved seed phrase for an on-demand LLM expansion, which shows that the curated semantic-mutant set contains a fraction of the mutants a traditional mutation engine produces.

Rebecca Williams Earle, Jonathan Bell · 0 citations

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