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Encoder-Decoder Framework Quiz
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Encoder-Decoder Framework Quiz

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@MercifulSavanna

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Questions and Answers

What is the role of the encoder in the encoder-decoder framework for sequence-to-sequence tasks?

  • Generates the target sequence directly
  • Reads the source sequence and produces its representation (correct)
  • Processes the target sequence to produce the source representation
  • Produces the source sequence from the target representation
  • What is the primary function of the decoder in the encoder-decoder framework?

  • Generates the source sequence directly
  • Uses source representation from the encoder to generate the target sequence (correct)
  • Reads the target sequence and produces its representation
  • Produces the source sequence from the target representation
  • In the encoder-decoder framework, what does the decoder do with the source representation from the encoder?

  • Uses it to generate the target sequence (correct)
  • Processes it to produce the target representation
  • Converts it into the source sequence
  • Generates the source sequence directly
  • Study Notes

    Encoder-Decoder Framework

    • In the encoder-decoder framework, the encoder converts the input sequence into a continuous representation, known as the source representation, which captures the essential information from the input sequence.
    • The primary function of the encoder is to compress the input sequence into a fixed-size vector, allowing the framework to handle input sequences of varying lengths.

    Decoder's Function

    • The primary function of the decoder is to generate the output sequence, one element at a time, based on the source representation provided by the encoder.
    • The decoder uses the source representation from the encoder to predict the next element in the output sequence, and it continues this process until the entire output sequence is generated.
    • The decoder's role is to "decode" the source representation and produce the desired output sequence, which is a sequence of elements that align with the input sequence.

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    Description

    Test your knowledge of the encoder-decoder framework with this quiz. Explore the components of the framework and understand its role in sequence-to-sequence tasks.

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