Position: Benchmarking is Broken - Don extquotesingle t Let AI be Its Own Judge - Cheng, Zerui; Wohnig, Stella; Gupta, Ruchika; Alam, Samiul; Abdullahi, Tassallah; Alves Ribeiro, João; Nielsen-Garcia, Christian; Mir, Saif; Li, Siran; Orender, Jason; Bahrainian, Seyed Ali; Kirste, Daniel; et al. (Advances in Neural Information Processing Systems, 2025)