Trigger-Free Backdoor Transfers to Students Via Number Sequences Alone

OwainEvans_UK · x · 2026-10-10

Owain Evans' team trained a teacher with a backdoor: answer in French when the prompt contains a female name. A student sharing the teacher's base picked up the backdoor after finetuning on the teacher's number sequences alone—the trigger and behavior never appear in the data. Caveat: attention-only LoRA setup slightly modified from Cloud et al.

Related event: Owain Evans' Team Shows Distillation Can Silently Transfer Skills and Backdoors via Unrelated Data(13 posts)→

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