This might be partly explained by the fact that learning morphological features at the word level is difficult due to data sparsity -indeed the rarest French words in our dataset are observed only 10 times in the training data.
additional experiments showed that our finding is consistent across different word frequency bins: that is, even the embeddings of frequent words do not encode morphological features better than the majority baseline.