Shallow Beliefs: Synthetic document finetuning does not inoculate against emergent misalignment from reward hacking

Recent work shows that models that learn to reward hack on RL environments can become broadly misaligned, and that reframing reward hacking as acceptable behavior during training (inoculation prompting, or IP) blocks this generalization. We ask whether synthetic document finetuning (SDF) can inocula