Lifelong benchmarks: efficient model evaluation in an era of rapid progress by Prabhu, A, Udandarao, V, Torr, PHS, Bethge, M, Bibi, A, Albanie, S

Pre-training concept frequency is predictive of CLIP zero-shot performance by Udandarao, V, Prabhu, A, Torr, PHS, Bibi, A, Albanie, S, Bethge, M

No "zero-shot" without exponential data: pretraining concept frequency determines multimodal model performance by Udandarao, V, Prabhu, A, Ghosh, A, Sharma, Y, Torr, PHS, Bibi, A, Albanie, S, Bethge, M