While the median rank for OneLook on this evaluation is lower, the NLMs retrieve the correct answer in the top ten candidates approximately as frequently, within the top 100 candidates more frequently and with lower variance in ranking over the test set.
nLMs seem to generalise more 'consistenly' than OneLook on this dataset, in that they generally assign a reasonably high ranking to the correct word.