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Conditional Cognitive Biases in LLMs: How Biased User Turns Modulate In-Context Reasoning
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
A research paper demonstrates that LLMs adopt cognitive biases based on user interaction history, even when instructions demand objectivity.
Open sourceOneBench interpretation
Institutional assessment
So what
User interaction history can silently compromise LLM objectivity, posing a significant risk to unbiased credit, risk, and compliance assessments.
Do what
Add conditional bias testing to your model validation framework for customer-facing and decision-support generative applications.