In terms of annotation procedures, these experiments allow almost for no judgement, since most of the datasets use expert annotation and we only have few examples for the other two ways of annotation (crowdsourcing and distant supervision) being used.
we could observe that the crowdsourced datasets are more difficult which might be due to a more noisy annotation.