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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.
Hallucinations in RAG are far more pervasive than we thought: re-annotating existing benchmarks reveals 1.68x more instances of unsupported claims, and a new framework, RT4CHART, dramatically improves detection.
