Which variant of RNN is designed to better capture long-term dependencies in sequence data?

  • Vanilla RNN
  • Bidirectional RNN
  • Long Short-Term Memory (LSTM)
  • Gated Recurrent Unit (GRU)
Long Short-Term Memory (LSTM) is designed to capture long-term dependencies in sequences by maintaining cell states that are less susceptible to the vanishing gradient problem.
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