Book
Open access
Jul 2026
Mitigating Bias in Large Language Model Based Question Answering through Causal Front Door Prompting
A Causal Front Door Prompting framework (CFDP) is proposed that reduces demographic influence by intervening on the chain of thought reasoning, which is treated as an observable mediator and consistently improves fairness metrics without sacrificing QA accuracy.
Ya-Qi Yang, Zi-Qi Xu, Jie Li et al.
· Annual International ACM SIG... · 1 citation