Fan Li

From Expectation to Evaluation: Expectation Cues Systematically Bias LLM and Human Judgment

Expectation cues such as source labels, expertise signals, or identity-based indicators can bias how humans interpret and evaluate information. In high-stakes domains like healthcare, education, and law, such biases threaten the objectivity of decision-making. As LLMs increasingly provide decision support in these con…