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Artem Vazhentsev · Lyudmila Rvanova · Gleb Kuzmin · Ekaterina Fadeeva · Ivan Lazichny · Alexander Panchenko · Maxim Panov · Mrinmaya Sachan · Preslav Nakov · Tim Baldwin · Artem Shelmanov
Georgii Andriushchenko · Roman Garaev · Lyudmila Rvanova · Artem Shelmanov · Vladimir V. Ivanov
Large language models (LLMs) frequently produce source code that seems correct and well-formed, yet includes hallucinated elements that cause downstream test failures. In this study, we benchmark state-of-the-art uncertainty quantification methods and existing baselines for the task of hallucinat...