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cs.CL2026
SpecGuardBench: Can Coding Agents Construct Reliable Validation Harnesses from Natural Language Specifications?
Zhiqing Zhong, Mingyu Chen, Aoyang Fang +5
As coding agents become more capable, tests remain the primary evidence for judging whether their code is correct. Yet passing available tests does not establish that an implementa…
cs.CL2026
Retromorphic Testing with Hierarchical Verification for Hallucination Detection in RAG
Boxi Yu, Yuzhong Zhang, Liting Lin +2
Large language models can still hallucinate in retrieval-augmented generation (RAG), producing claims that are unsupported by or conflict with the retrieved context. Detecting such…