In case of English-Hindi language pairs, it was observed that in 59% of cases an English Noun compound can be translated into genitive construction in Hindi (Paul et al., 2010).
for other NLP tasks such as information extraction, question answering etc., genitive relation will not be sufficient and one needs to look for deeper semantic relation.