Evaluating Second-Order Bias of LLMs Through Epistemic Entitlement
cs.CL
Submitted: 2026-06-16
Updated: 2026-09-01
Code: https://github.com/uofthcdslab/second-order-bias
Terminology
Sources
- When Wording Steers the Evaluation: Framing Bias in LLM judges
- Evaluating Implicit Biases in LLM Reasoning through Logic Grid Puzzles
- No LLM is Free From Bias: A Comprehensive Study of Bias Evaluation in Large Language Models
- Do LLMs Align Human Values Regarding Social Biases? Judging and Explaining Social Biases with LLMs
- Assessing Judging Bias in Large Reasoning Models: An Empirical Study
- Probing Association Biases in LLM Moderation Over-Sensitivity
- Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning
- Toward Robust LLM-Based Judges: Taxonomic Bias Evaluation and Debiasing Optimization
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