auto-attention

[US]/[ˈɔːtoʊ əˈtenʃən]/
[UK]/[ˈɔːtoʊ əˈtenʃən]/
Frequency: Very High

Translation

n.A mechanism in neural networks that allows the model to focus on different parts of the input sequence when processing it.; A type of attention mechanism where the weights are learned automatically by the model, rather than being explicitly defined.

Phrases & Collocations

auto-attention mechanism

using auto-attention

auto-attention layer

with auto-attention

auto-attention scores

auto-attention weights

apply auto-attention

auto-attention model

auto-attention network

auto-attention improved

Example Sentences

the model leverages auto-attention to focus on relevant input features.

we incorporated auto-attention into the transformer architecture for improved performance.

auto-attention allows the network to weigh different parts of the input sequence.

the auto-attention mechanism significantly boosted the machine translation accuracy.

visual auto-attention helps the model understand image context better.

we observed that auto-attention captured long-range dependencies effectively.

the research explored the application of auto-attention in sentiment analysis.

sparse auto-attention reduces computational complexity without sacrificing accuracy.

auto-attention layers are crucial for understanding complex relationships in data.

the auto-attention scores highlight the most important words in the sentence.

compared to previous methods, auto-attention demonstrated superior contextual understanding.

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