In the last decade different applications of computer science (data mining, text mining) have appeared. The task data mining is primarily to reveal structured data in data bases, for example data warehouses. Text mining is assessable information from an unstructured data. At present automatic question generation is a current research area. One of the modules of the framework systems that the authors worked on does the clustering of words in text documents. This paper shows some implemented clustering methods and some searched algorithms.