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CultureBank: An Online Community-Driven Knowledge Base Towards Culturally Aware Language Technologies
April 24, 2024, 4:47 a.m. | Weiyan Shi, Ryan Li, Yutong Zhang, Caleb Ziems, Chunhua yu, Raya Horesh, Rog\'erio Abreu de Paula, Diyi Yang
cs.CL updates on arXiv.org arxiv.org
Abstract: To enhance language models' cultural awareness, we design a generalizable pipeline to construct cultural knowledge bases from different online communities on a massive scale. With the pipeline, we construct CultureBank, a knowledge base built upon users' self-narratives with 12K cultural descriptors sourced from TikTok and 11K from Reddit. Unlike previous cultural knowledge resources, CultureBank contains diverse views on cultural descriptors to allow flexible interpretation of cultural knowledge, and contextualized cultural scenarios to help grounded evaluation. …
arxiv community cs.ai cs.cl knowledge knowledge base language online community technologies type
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