A dynamic multilingual cultural evaluation framework shows that LLM cultural performance depends on both training data distribution and language-culture alignment, and that English-only evaluations hide severe cultural unfairness.
Culture-gen: Revealing global cultural perception in language models through natural language prompting,
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MCEval: A Dynamic Framework for Fair Multilingual Cultural Evaluation of LLMs
A dynamic multilingual cultural evaluation framework shows that LLM cultural performance depends on both training data distribution and language-culture alignment, and that English-only evaluations hide severe cultural unfairness.