Beyond Third-Person Audits: Situated Interaction Auditing for User-Centered LLM Bias Research 事件

Beyond Third-Person Audits: Situated Interaction Auditing for User-Centered LLM Bias Research arXiv:2606.12247v1 Announce Type: cross Abstract: Research on bias in large language models (LLMs) has predominantly focused on third-person audits, which study how models represent or evaluate demographic groups as external subjects. However, this paradigm overlooks a structural blind spot because the user is absent from the audit. In practice, LLMs are used in open-ended, personal interactions, durin