Benchmarks test sets such as WordSim-353 (Finkelstein et al., 2002) are commonly used to evaluate word embeddings since they provide a fast and easy way to quickly evaluate a model (Nayak et al., 2016).
the instability of word embeddings is not detected by these test sets since only selected pairs of words are evaluated.