Random indexing is a vector based technique for extracting semantically similar words from the co-occurence statistics of words in large tex data. We have applied the techniques on aligned bilingual corpors. producing, French-English thesauri that we have used for cross lingual query expansion. In this paper, we report on our CLEF 2001 experiments on French-to-English and Swedish to English and Swedish-to-English