Logical Reasoning Evaluation and Social Bias
Published in ICLR 2026 Workshop on Logical Reasoning of Large Language Models, 2026
Current benchmarks for logical reasoning in LLMs typically assume deduction operates independently from demographic priors. This work examines empirical evidence showing that social stereotypes influence intermediate reasoning steps and final predictions, and discusses interventions on reasoning traces to mitigate biased inferences.