VULCA-Bench: A Multicultural Vision-Language Benchmark for Evaluating Cultural Understanding
arXiv:2601.07986v1 Announce Type: new Abstract: We introduce VULCA-Bench, a multicultural art-critique benchmark for evaluating Vision-Language Models’ (VLMs) cultural understanding beyond surface-level visual perception. Existing VLM benchmarks predominantly measure L1-L2 capabilities (object recognition, scene description, and factual question answering) while under-evaluate higher-order cultural interpretation. VULCA-Bench contains 7,410 matched image-critique pairs spanning eight cultural traditions, with Chinese-English bilingual coverage. We operationalise cultural understanding using a five-layer framework (L1-L5, from Visual Perception to Philosophical Aesthetics), instantiated as 225 culture-specific dimensions and […]