📚 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
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2
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3
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4
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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 highlight important parts of an input sequence while down‑weighting irrelevant parts is called attention. This works by giving each input element a score that reflects how useful it is for the current prediction. The scores are turned into weights that emphasize the useful elements and diminish the rest, so the model “looks” where it needs to. For example, when translating a sentence, the model can give a high weight to the word “apple” when predicting the French word “pomme” and a low weight to the filler word “the. ” This selective weighting is what lets attention models perform well on many language tasks.

Detailed Explanation

Contextual Awareness describes how an attention model decides which words or tokens matter most for a task. Other options are incorrect because The misconception is that attention is about storing past information; Relevance Scoring is a part of attention, but the term used for the overall capability is not this.

Key Concepts

Attention Mechanisms
Sequence Modeling
Neural Networks
Topic

Attention Mechanisms

Difficulty

medium level question

Cognitive Level

understand

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