What's the Catch? Evaluating Temporal Consistency in Vision-Language Models

Marek Hradil, Danae Sánchez Villegas

Vision-language models (VLMs) achieve strong performance on video and image-sequence benchmarks, yet it remains unclear whether they capture temporal structure. To study this quest…