How do transformers perform classification?

Updated May 15, 2026

Short answer

Transformers use self-attention and contextual embeddings for classification tasks.

Deep explanation

Transformers encode input sequences into contextual representations using multi-head attention. A classification head is added on top of [CLS] token representation.

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