Vilma 1x1 -

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

: Describe the use of "counterfactuals" and proficiency tests used in the benchmark. Vilma 1x1

: The show intentionally deconstructs the "meddling kids" archetype, making the characters more flawed and cynical. : Define the need for better AI evaluation

: Velma suffers from vivid hallucinations when she tries to solve mysteries, linking her intellectual pursuits to her personal trauma. change of state

ViLMA: A Zero-Shot Benchmark for Linguistic and Temporal ... - arXiv

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