Learning Path
Question & Answer1
Understand Question2
Review Options3
Learn Explanation4
Explore TopicChoose the Best Answer
A
Attention
B
Convolution
C
Recurrent Neural Networks
D
Pooling
Understanding the Answer
Let's break down why this is correct
Answer
The Transformer’s encoder and decoder are linked by the attention mechanism, specifically multi‑head attention. This lets each token look at every other token at once, so the whole sequence can be processed in parallel. Because the calculations are independent, the model trains faster and uses less memory than older recurrent approaches. For example, when translating a sentence, the decoder can attend to all encoder outputs simultaneously, speeding up both training and inference. Thus, attention is the key innovation that makes Transformers efficient and scalable.
Detailed Explanation
Attention lets the model look at all parts of the input at once. Other options are incorrect because Convolution is a sliding‑window filter used in image nets; RNNs read words one after another.
Key Concepts
Attention Mechanism
Neural Network Architectures
Parallelization in Training
Topic
Transformer Architecture
Difficulty
medium level question
Cognitive Level
understand
Practice Similar Questions
Test your understanding with related questions
1
Question 1In the context of Transformer architecture used in business applications, how does the encoder-decoder structure utilize positional encoding to enhance data processing?
mediumComputer-science
Practice
2
Question 2In the Transformer architecture, the primary mechanism that connects the encoder and decoder is called ____. This mechanism allows for parallelization and has improved the efficiency of training models compared to traditional methods.
mediumComputer-science
Practice
3
Question 3In the context of Transformer architecture used in business applications, how does the encoder-decoder structure utilize positional encoding to enhance data processing?
mediumComputer-science
Practice
Ready to Master More Topics?
Join thousands of students using Seekh's interactive learning platform to excel in their studies with personalized practice and detailed explanations.