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cs.SI2026
Understanding the Self-Reflection Mechanisms of LLMs through Biased Attitude Associations
Jingshen Zhang, Bo Wang, Boci Yang +4
While the emergent self-reflection capabilities of Large Language Models (LLMs) offer a promising paradigm for autonomous bias mitigation, their internal mechanics remain unclear,…
cs.SI2026
I CAN Debias: Uncovering and Enhancing Self-debiasing Mechanisms of Social Bias in LLMs
Jingshen Zhang, Bo Wang, Yanlin Fu +5
As LLMs rapidly advance and become increasingly agentic, mitigating social bias and ensuring fairness at scale have become critical challenges. Prior work has shown that LLMs exhib…