Abstract: Sentiment analysis plays a crucial role in under-standing opinions and societal trends, but it encounters chal-lenges when dealing with code-mixed text, which blends multiple languages.

In today’s world where generative artificial intelligence has almost become an integral part of the coding, new challenges must be faced. Therefore, evaluating software bugs in both human written and ...