For the classification of the 3-class elaborateness and the 3-class directness, the RNN classifier yields worse results than the ANN classifier.
for the estimation of the binary directness, the RNN classifier outperforms the ANN classifier, reaching an UAR of 78 % when using linguistic features encoded as word embeddings in combination with grammatical and dialogue act features (WE+DA+G).