self-attention

[US]/ˌself.əˈten.ʃən/
[UK]/ˌself.əˈten.ʃən/

Translation

n.神經網絡中一種機制,使模型在處理序列時能夠權衡輸入數據不同部分的重要性。

Phrases & Collocations

self-attention mechanism

自注意力機制

using self-attention

使用自注意力

self-attention layer

自注意力層

apply self-attention

應用自注意力

self-attention weights

自注意力權重

with self-attention

帶有自注意力

self-attention scores

自注意力分數

self-attention model

自注意力模型

self-attention network

自注意網絡

self-attention improved

自注意力提升

Example Sentences

the model utilizes self-attention to weigh the importance of different words in the input sequence.

該模型使用自注意力機制來衡量輸入序列中不同詞語的重要性。

self-attention allows the transformer to capture long-range dependencies effectively.

自注意力機制使轉換器能夠有效地捕捉長距離依賴關係。

we fine-tuned the pre-trained model with self-attention on a new dataset.

我們在新的數據集上使用自注意力機制微調了預訓練模型。

the self-attention mechanism significantly improved the model's performance on the task.

自注意力機制顯著提高了模型在任務上的表現。

visualizing self-attention weights provides insights into the model's reasoning process.

可視化自注意力權重可以深入瞭解模型的推理過程。

multi-head self-attention enables the model to attend to different aspects of the input.

多頭自注意力機制使模型能夠關注輸入的不同方面。

self-attention layers are crucial for understanding context in natural language processing.

自注意力層對於理解自然語言處理中的上下文至關重要。

the self-attention mechanism helps the model resolve ambiguity in the sentence.

自注意力機制幫助模型解決句子中的歧義。

we compared self-attention with traditional recurrent neural networks.

我們將自注意力機制與傳統的循環神經網絡進行了比較。

the effectiveness of self-attention is well-established in the field of nlp.

自注意力機制在自然語言處理領域中的有效性已經得到充分證實。

self-attention contributes to better machine translation quality.

自注意力機制有助於提高機器翻譯的質量。

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