Greenblatt et al.

Researchers studying helpful-only (H-only) large language models found that existing models exhibit emergent misalignment, residual refusal behaviors, poor steerability, sycophancy, and incoherent cha…

Researchers found that using diverse ensemble monitoring—combining multiple small monitors built from a single base model—outperforms both repeated sampling of the same monitor and a single, more cost…