Before revision:  The X-LSTM improves parameter efficiency of the feature extraction by separately processing each modality , while also allowing for information flow between modalities by way of recurrent cross-connections.
After revision:  The X-LSTM improves parameter efficiency of the feature extraction by separately processing each modality separately and allowing for information flow between modalities by way of recurrent cross-connections.