text: E Extra Results 
  
  E.1 Frozen Evaluation. 
  
  Linear vs. Attentive probe Table 12 shows that V-JEPA and VideoMAE benefit from using a non-linear attentive 
  probe and multiple clips on the K400 and SSv2 downstream tasks. Additionally, Table 13 shows that attentive 
  probing leads to better performance on average for DINOv2 and OpenCLIP models. Since attentive probing and 
  multiclips eval improves the performance of all models, we use it as our default protocol in frozen evaluation. 
  
  19 