3 Questions
What is the role of the encoder in the encoder-decoder framework for sequence-to-sequence tasks?
Reads the source sequence and produces its representation
What is the primary function of the decoder in the encoder-decoder framework?
Uses source representation from the encoder to generate the target sequence
In the encoder-decoder framework, what does the decoder do with the source representation from the encoder?
Uses it to generate the target sequence
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.
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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