Author

Yuan Yuan

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Preprint Aug 2026

TDD-Agent: Test-Driven Reasoning for Code Generation

TDD-Agent is introduced, which operationalizes the test-driven development paradigm for code generation and improves not only code correctness but also the effectiveness of the generated tests, yielding higher pass rates, coverage, and mutation scores, suggesting that tests can serve as evolving reasoning artifacts rather than fixed validators.

Hong Yu, Ke-Shen Li, Jiakun Li et al. · 0 citations

Preprint Aug 2026

Escaping the Self-Repair Trap: Improving Test Oracle Generation via Dual-Context Awareness

DCAware is proposed, a computationally efficient, non-iterative framework that prioritizes high signal-to-noise contextual grounding over multi-round repair and improving contextual quality is more effective than adding iterative repair complexity in the studied regression-oracle setting.

Ke-Shen Li, Hong Yu, Yuan Yuan · 0 citations