This effect might be explained by the fact that this evaluation set primarily consists of very short sentences-it has the lowest average sentence length of all set: 6.63 with a standard deviation of 1.812.
a 300-dimensional representation appears too large for this dataset; this hypothesis is supported by the fact that 200dimensional embeddings work slightly better for this dataset (see Figure 4).