order-bias

This paper introduces a psychometric battery to separate framing artifacts from genuine moral judgment in LLMs, finding that frontier models have a coherent internal moral scale but display a yes/no bias that is purely a surface-level artifact of answer order and wording, not a real disposition to reject.