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LLMs can now generate significantly better Java unit tests without mocks, achieving up to 25% higher branch coverage by learning from existing code and rigorously enforcing semantic constraints.
Forget human-labeled data: ZeroCoder co-evolves code and tests, boosting code generation performance by up to 21.6% with a dynamically recalibrated Bayesian selector.
