Note also that the CLUE unigram tf-idf clusters appear tighter than the PAS unigram tf-idf clusters.
word2vec, LSTM autoencoders, and skip-thoughts ought to perform better than the n-gram-based methods and dependency count method when applied to CLUE, but should enjoy no advantage when applied to PAS.