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cs.IR2026
Mitigating Preference Leakage via Strict Estimator Separation for Normative Generative Ranking
Dalia Nahhas, Xiaohao Cai, Imran Razzak +1
In Generative Information Retrieval (GenIR), the bottleneck has shifted from generation to the selection of candidates, particularly for normative criteria such as cultural relevan…
cs.CL2026
CALM: Culturally Self-Aware Language Models
Lingzhi Shen, Xiaohao Cai, Yunfei Long +3
Cultural awareness in language models is the capacity to understand and adapt to diverse cultural contexts. However, most existing approaches treat culture as static background kno…