Visual Iconicity Challenge: A New Benchmark for Evaluating Vision-Language Models on Sign Language Understanding

This paper introduces the Visual Iconicity Challenge, a video-based benchmark that evaluates vision-language models (VLMs) on their ability to understand iconicity in sign languages—the resemblance between linguistic form and meaning. The benchmark adapts psycholinguistic measure