Academic Background In recent years, Chinese word embeddings have attracted significant attention in the field of Natural Language Processing (NLP). Unlike English, the complex and diverse structure of Chinese characters presents unique challenges for semantic representation. Traditional word vector models, such as Word2Vec, often fail to fully cap...