Why do transformers use residual connections beyond the...

While residual connections help maintain an identity path to prevent vanishing gradients, their structural role is equally important. By using additivity, the model maintains a shared coordinate system across layers. This consistency is what makes modern interpretability tools like layerwise logit decoding and activation patching well-typed and effective.