text: Specifically , by leveraging the merits of the deep Long Short-Term Memory -LRB- LSTM -RRB- subnetwork , the proposed << model >> automatically captures the complex [[ long-range temporal dynamics ]] , which naturally avoids the typical sliding window design and thus ensures high computational efficiency .