📚 Learning Guide
Attention Mechanisms
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In attention mechanisms, the ability to focus on relevant parts of the input sequence while ignoring others is often referred to as _____.

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Learning Path
Learning Path

Question & Answer
1
Understand Question
2
Review Options
3
Learn Explanation
4
Explore Topic

Choose the Best Answer

A

Memory

B

Contextual Awareness

C

Relevance Scoring

D

Activation Function

Understanding the Answer

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Answer

In attention mechanisms, the ability to focus on relevant parts of the input sequence while ignoring others is often referred to as selective attention. This means the model learns to weigh each token differently, giving higher scores to the important ones. For example, in a sentence, the word “dog” might get a higher attention weight than “the” when predicting the next word. The attention scores are computed by comparing query, key, and value vectors, which lets the model decide which tokens matter most. This selective focus is what gives transformers their power to handle long sequences efficiently.

Detailed Explanation

Attention works like a spotlight that shines on the most useful words. Other options are incorrect because Some think attention is about storing data, but it is about choosing; Scoring words is part of attention, but the term refers to the whole picking process.

Key Concepts

Attention Mechanisms
Sequence Modeling
Neural Networks
Topic

Attention Mechanisms

Difficulty

medium level question

Cognitive Level

understand

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