Learning Path
Question & Answer1
Understand Question2
Review Options3
Learn Explanation4
Explore TopicChoose the Best Answer
A
Memory
B
Contextual Awareness
C
Relevance Scoring
D
Activation Function
Understanding the Answer
Let's break down why this is correct
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
Practice Similar Questions
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Question 1In the context of attention mechanisms, how do they improve model performance in sequence tasks?
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Question 2What is the primary reason attention mechanisms improve the performance of sequence models in capturing relevant information?
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Question 3In the context of attention mechanisms, how do they improve model performance in sequence tasks?
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Question 4What is the primary reason attention mechanisms improve the performance of sequence models in capturing relevant information?
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Question 5In 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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