Word format: To suit language models like BERT or GPT, formulas, equations, and figures are converted into text format. VNHSGE dataset provides a Word file in text format for non-programmers to evaluate LLM performance. However, symbols, tables, images are also converted. VNHSGE dataset is appropriate for full LMs such as ChatGPT and BingChat.