most citedLearning with Noisy Labels Using Collaborative Sample Selection and Contrastive Semi-Supervised Learning

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cs.SE2026

Coding Agents as Test-Suite Auditors: Finding What Official Suites Miss While Approaching What They Catch

Shuyang Xie, Shuxiao Xie, Feng Zhu +2

Online-judge verdicts and the datasets and benchmarks built on them are treated as ground truth for evaluating and training large language models for code. Yet prior audits have so…