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cs.CL2026
CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs
Ravi Ranjan, Utkarsh Grover, Mayur Akewar +2
Large Language Models (LLMs) are deployed in high-stakes settings but can show demographic, gender, and geographic biases that undermine fairness and trust. Prior debiasing methods…
cs.CL2026
Position: LLMs Must Use Functor-Based and RAG-Driven Bias Mitigation for Fairness
Ravi Ranjan, Utkarsh Grover, Agorista Polyzou
Biases in large language models (LLMs) often manifest as systematic distortions in associations between demographic attributes and professional or social roles, reinforcing harmful…