This indicates that a potential neighbor with high-precision retrieval of informative features is more useful than one with high-recall retrieval.
it seems that it is better to sacrifice being able to make decisions on every test instance with a small number of neighbors in favor of not having neighbors that predict incorrect verb co-occurrences.