What significant feature was introduced in the modern version of LSTM in 1999?
Understand the Problem
The question is asking about a specific feature introduced in the modern version of Long Short-Term Memory (LSTM) in 1999. It provides multiple-choice options and implies that knowledge of LSTM architecture and development is required to answer it.
Answer
The 'forget gate' was introduced in 1999.
The significant feature introduced in the modern version of LSTM in 1999 was the 'forget gate'.
Answer for screen readers
The significant feature introduced in the modern version of LSTM in 1999 was the 'forget gate'.
More Information
The forget gate is crucial in LSTM as it allows the network to decide which information to discard from the cell state, thus improving the model's ability to handle long-term dependencies.
Tips
Confusing the introduction of the forget gate with other LSTM features like input or output gates can lead to misunderstandings of how the LSTM architecture evolved.
Sources
- History of artificial neural networks - Wikipedia - en.wikipedia.org
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