This approach works most of the time for relations such as LOCATION and TEMPORAL because in both English and Romance languages they rely mostly on prepositions indicating location and time and less on underspecified prepositions such as of or de.
a closer look at these relations shows that some of the noun-noun pairs that encode them are not symmetric and this is true for both English and Romance.