The reason why DADT-P's performance dropped when only stopwords were used may be that DADT was designed under the assumption that all the tokens in the corpus are retained.
we are encouraged by the fact that DADT-P's performance drop on Judgment was not very large when only stopwords were retained, as it indicates that DADT captures stylistic elements in the authors' texts.