IntentionTest retrieves a reusable test from the project and edits it with an LLM to match a supplied validation intention, yielding tests that kill 28.1-37.6% more mutants, share 16.9-23.9% more coverage, and produce 23.7-49.0% more passing tests than four baselines on 3,680 cases.
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Generating Project-Specific Test Cases with Requirement Validation Intention
IntentionTest retrieves a reusable test from the project and edits it with an LLM to match a supplied validation intention, yielding tests that kill 28.1-37.6% more mutants, share 16.9-23.9% more coverage, and produce 23.7-49.0% more passing tests than four baselines on 3,680 cases.