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Method and System for Determining Word Senses by Latent Semantic Distance

机译:潜在语义距离确定词义的方法和系统

摘要

The invention relates to methods and systems for semantic disambiguation of a plurality of words. A representative method comprises providing a dataset of words associated by meaning into sets of synonyms; locating said sets at respective vertices of a graph according to semantic similarity and semantic relationship; transforming the graph into a Euclidean vector space comprising vectors indicative of respective locations of said sets; identifying a first group of said sets which include a first of said pair of words; identifying a second group of said sets which include a second of said pair of words; determining a closest pair in said vector space of said sets taken from said first and second groups of sets respectively; and outputting a meaning, of said plurality of words based on said closest pair of said sets and at least one of said semantic relationships between said closest pair of said sets.
机译:本发明涉及用于多个单词的语义消歧的方法和系统。一种代表性的方法包括提供与意义相关联的单词的数据集到同义词集合中;根据语义相似度和语义关系将所述集合定位在图的各个顶点处;将图转换成包括指示所述集合的各个位置的向量的欧几里得向量空间;识别包括所述词对中的第一个的所述集合的第一组;识别包括所述单词对中的第二个的所述集合的第二组;确定分别从所述第一组和第二组集合中获取的所述集合的所述向量空间中的最接近的一对;根据所述集合的所述最接近的对以及所述集合的所述最接近的对之间的所述语义关系中的至少一个,输出所述多个单词的含义。

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