Reducing synthetic markers makes some SDF false facts linearly indistinguishable from pretraining-acquired knowledge

SummarySynthetic document finetuning (SDF) — the state of the art for implanting false beliefs into LLMs — produces training documents with features that distinguish them from pretraining text.These features (i.e.