Preprint Open access
Are We Measuring Anticipation? Auditing Privileged Information in Procedural Video Evaluation
Benchmark scores license claims about the capabilities being evaluated. We audit the inference licensed by an evaluation protocol, rather than the predictive model alone. Using procedural action anticipation as a controlled case study, we study a broader evaluation-validity failure mode: a protocol can remain temporall …