Vilma 1x1 Apr 2026

: Analyze why current models struggle with temporal grounding compared to human-level understanding.

: It evaluates AI models in five key areas: action counting, situation awareness, change of state, rare actions, and spatial relations. Vilma 1x1

ViLMA: A Zero-Shot Benchmark for Linguistic and Temporal ... - arXiv : Analyze why current models struggle with temporal

: Define the need for better AI evaluation in video processing. change of state

: The show intentionally deconstructs the "meddling kids" archetype, making the characters more flawed and cynical.

: Research using ViLMA has shown that current video-language models often perform no better at temporal reasoning than models that only see static images. Paper Structure :