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Type Switch 3.0 for macOS enables instant language switching for multilingual Mac users.
This paper identifies a circuit underlying a language-switching backdoor in an 8B-parameter language model, where a three-word Latin trigger redirects English output to French via attention heads and orthogonal latent subspaces, with the final layer MLP converting the latent signal to French logits.