ChatGroq SQL: Conversational MySQL Interface Using LLMs, K-NN Retrieval and Beam Decoding, International Journal of Emerging Technologies in Computing, Electronics and Artificial Intelligence, Vol. 1, Issue 5, May 2026, pp. 179–182.