Not only Deliberative Alignment cot think too. CoT monitoring is significantly more effective than monitoring outputs/actions alone. Current-scale RL training does not significantly harm CoT monitoring. CoT monitoring is not a replacement but a complement to mechanistic interpretability.
Evaluating chain-of-thought monitorability
We introduce evaluations for chain-of-thought monitorability and study how it scales with test-time compute, reinforcement learning, and pretraining.
https://openai.com/index/evaluating-chain-of-thought-monitorability/


Seonglae Cho