Biased prompts change the evidence an LLM fact-checker retrieves but barely change its verdicts, while safety refusals create an asymmetric negative bias in evidence collection.
In Proceedings of the ACL 2014 Workshop on Lan- guage Technologies and Computational Social Sci- ence, pages 18–22, Baltimore, MD, USA
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(Fact) Check Your Bias
Biased prompts change the evidence an LLM fact-checker retrieves but barely change its verdicts, while safety refusals create an asymmetric negative bias in evidence collection.