Review
Sep 2026
VISTA: Dense Multi-Label Classroom Coding with Vision-Language Models
Video-language benchmarks are usually constructed by the dataset authors without published reliability statistics, leaving the noise floor of the construct unknown. We argue that multimodal benchmarking benefits from methods taken from research communities that have already invested in strategies to ensure reliability....
Andrew Franck, Brendan Ng, Ben Fitzgerald et al.
· 0 citations