Spreadsheet error detection and programming remain critical areas of research due to the pervasive use of spreadsheets in business, finance, and research.

Recent advances in artificial intelligence, particularly through reinforcement learning, deep neural networks and large language models, have revolutionised automated pronunciation evaluation systems.