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