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BM25 是一种用于信息检索的排名函数,用于衡量查询与文档的相关性。它基于词频(t)和文档长度进行加权计算,同时考虑逆文档频率(IDF)以惩罚常见词。在整个公式中,需重点关注总文档数 N 和文档频率 DF 等全局统计信息,这些信息直接影响实现的难度。