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The 2024 National Master's Graduate Entrance Exam English (I) Syllabus Vocabulary List contains 5,530 required words. Based on approximately 200 test papers from CET‑4/6, graduate English, and specialized English exams, the vocabulary list was ranked by frequency of occurrence. A lemmatization strategy was used for ranking. The top 2,444 words appear more than 40 times, i.e., roughly once every five test papers, and are considered true high‑frequency words. Definitions were manually cross‑checked and alternative spellings were listed to ensure data accuracy.