The setting considered in the current paper is much more challenging since it does not use bilingual dictionaries or word alignments from bitexts.
the setting in the current paper is the one mentioned as future work on page 663 of (Bergsma and Kondrak, 2007): "we plan to investigate approaches that do not re-   quire the bilingual dictionaries or bitexts to generate training data."