Xunlian Dai

From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test

The human-centered word association test (WAT) serves as a cognitive proxy, revealing sociocultural variations through culturally shared semantic expectations and implicit linguistic patterns shaped by lived experiences. We extend this test into an LLM-adaptive, free-relation task to assess the alig