Stale repository context in code RAG actively induces models to produce obsolete helper references, raising stale outputs by 76-88 percentage points over current-only retrieval in a 17-sample diagnostic study.
InProceedings of the 41st International Conference on Machine Learn- ing, volume 235 ofProceedings of Machine Learning Research, pages 3658–3673
2 Pith papers cite this work. Polarity classification is still indexing.
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Static analysis tools detect 14-85% of library hallucinations in LLM code but are limited to at most 48.5-77% coverage even in ideal cases.
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When Retrieval Hurts Code Completion: A Diagnostic Study of Stale Repository Context
Stale repository context in code RAG actively induces models to produce obsolete helper references, raising stale outputs by 76-88 percentage points over current-only retrieval in a 17-sample diagnostic study.
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An Empirical Analysis of Static Analysis Methods for Detection and Mitigation of Code Library Hallucinations
Static analysis tools detect 14-85% of library hallucinations in LLM code but are limited to at most 48.5-77% coverage even in ideal cases.