This can be attributed to the fact that BiSkip and BiCVM are trained on parallel sentences, and if two antonyms are present in the same sentence in English, they will also be present together in its French translation.
biCCA uses bilingual dictionary and biVCD use comparable sentence context, which helps in pulling apart the synonyms and antonyms.