AssertMate decomposes assertion generation into actual value construction, multi-perspective expected value prediction, and judge-based selection, and reports higher compilation, pass, and bug-detection rates on Defects4J than prior methods.
Chatassert: Llm- based test oracle generation with external tools assis- tance,
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Agent-Based Test Assertion Generation via Diverse Perspective Aggregation
AssertMate decomposes assertion generation into actual value construction, multi-perspective expected value prediction, and judge-based selection, and reports higher compilation, pass, and bug-detection rates on Defects4J than prior methods.