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What of the following is not important in the design of sequence to sequence modelling?1 pointOrder of wordsParameter-sharingVariable-length sequenceLong-term dependenciesNone of the above

Question

What of the following is not important in the design of sequence to sequence modelling?1 pointOrder of wordsParameter-sharingVariable-length sequenceLong-term dependenciesNone of the above

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Solution

The answer is "None of the above". All the options listed - order of words, parameter-sharing, variable-length sequence, and long-term dependencies - are important in the design of sequence to sequence modelling.

  1. Order of words: The order of words is crucial in sequence to sequence modelling as it helps in understanding the context and meaning of the sentence.

  2. Parameter-sharing: Parameter sharing is a technique used in sequence to sequence modelling to reduce the number of parameters and prevent overfitting.

  3. Variable-length sequence: Sequence to sequence models are designed to handle variable-length sequences. This is important as the length of the input sequence can vary.

  4. Long-term dependencies: Sequence to sequence models, especially those using mechanisms like LSTM (Long Short Term Memory), are designed to handle long-term dependencies - where the model needs to remember information for a long period of time in the sequence.

Therefore, none of the options listed can be considered as 'not important' in the design of sequence to sequence modelling.

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