For French-English, we used the Hansard corpus (Brown, Lai, and Mercer 1991), containing parallel French and English text from the proceedings of the Canadian Parliament.
the goal of decipherment algorithms is to leverage such statistical similarities across languages, and effectively learn word-level translation probabilities from monolingual data.